{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第五回：样式色彩秀芳华\n",
    "\n",
    "这次主要学习如下内容：\n",
    "\n",
    "1. matplotlib**样式**: 有修改预定义样式，自定义样式，`rcparams`和`matplotlibrc`配置文件四种方式。\n",
    "2. matplotlib的**色彩**设置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、matplotlib的绘图样式（style）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. matplotlib预先定义样式\n",
    "\n",
    "matplotlib 3.5.0 预定义的样式有28个，如下：\n",
    "```shell\n",
    "!ls /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/mpl-data/stylelib\n",
    "\n",
    "bmh.mplstyle\t\t      seaborn-dark-palette.mplstyle\n",
    "classic.mplstyle\t      seaborn-deep.mplstyle\n",
    "_classic_test_patch.mplstyle  seaborn.mplstyle\n",
    "dark_background.mplstyle      seaborn-muted.mplstyle\n",
    "fast.mplstyle\t\t      seaborn-notebook.mplstyle\n",
    "fivethirtyeight.mplstyle      seaborn-paper.mplstyle\n",
    "ggplot.mplstyle\t\t      seaborn-pastel.mplstyle\n",
    "grayscale.mplstyle\t      seaborn-poster.mplstyle\n",
    "_mpl-gallery.mplstyle\t      seaborn-talk.mplstyle\n",
    "_mpl-gallery-nogrid.mplstyle  seaborn-ticks.mplstyle\n",
    "seaborn-bright.mplstyle       seaborn-whitegrid.mplstyle\n",
    "seaborn-colorblind.mplstyle   seaborn-white.mplstyle\n",
    "seaborn-darkgrid.mplstyle     Solarize_Light2.mplstyle\n",
    "seaborn-dark.mplstyle\t      tableau-colorblind10.mplstyle\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install --upgrade matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "execution": {
     "iopub.execute_input": "2021-11-27T12:37:10.575400Z",
     "iopub.status.busy": "2021-11-27T12:37:10.574629Z",
     "iopub.status.idle": "2021-11-27T12:37:13.682607Z",
     "shell.execute_reply": "2021-11-27T12:37:13.681905Z",
     "shell.execute_reply.started": "2021-11-27T12:37:10.575362Z"
    },
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "python: 3.7.4 (default, Aug 13 2019, 20:35:49) \n",
      "[GCC 7.3.0]\n",
      "\n",
      "matplotlib: 3.5.0\n",
      "\n",
      "['Solarize_Light2', '_classic_test_patch', '_mpl-gallery', '_mpl-gallery-nogrid', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x2160 with 28 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import sys\n",
    "sys.path.append('/home/aistudio/external-libraries')\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as mstyle\n",
    "import matplotlib.colors as mcolors\n",
    "import matplotlib.cm as cm\n",
    "import numpy as np\n",
    "\n",
    "print(f\"python: {sys.version}\\n\")\n",
    "print(f\"matplotlib: {mpl.__version__}\\n\")\n",
    "\n",
    "# matplotlib 3.5.0 提供了如下 28 种预定义样式\n",
    "# 这些样式文件在如下目录里：\n",
    "# `/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/mpl-data/stylelib`\n",
    "print(plt.style.available)\n",
    "x = np.arange(-np.pi, np.pi, 0.01)\n",
    "y = np.sinc(x)\n",
    "\n",
    "fig = plt.figure(figsize=(4*3, 7*3))\n",
    "for idx, style  in enumerate(plt.style.available):\n",
    "    with plt.style.context(style):\n",
    "        ax = fig.add_subplot(7, 4, idx+1)\n",
    "        ax.plot(x, y, ls=\"--\")\n",
    "        ax.set_title(style, fontsize=15)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 用户自定义stylesheet\n",
    "\n",
    "在任意路径下创建一个后缀名为 `mplstyle` 的样式清单文件，如文件内容如下：\n",
    "```shell\n",
    "axes.titlesize :    24\n",
    "axes.facecolor:    eaeaf2\n",
    "axes.labelsize :    20\n",
    "lines.linewidth:    10\n",
    "lines.linestyle:    --\n",
    "lines.markersize :  10\n",
    "xtick.labelsize :   16\n",
    "ytick.labelsize :   16\n",
    "scatter.edgecolors: red\n",
    "```\n",
    "我们可以参考`/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/mpl-data/stylelib`目录下的官方预定义的样式文件，自定义自己的样式文件。\n",
    "\n",
    "如 `serborn.mplstyle`文件的内容：\n",
    "```shell\n",
    "# default seaborn aesthetic\n",
    "# darkgrid + deep palette + notebook context\n",
    "\n",
    "axes.axisbelow: True\n",
    "axes.edgecolor: white\n",
    "axes.facecolor: EAEAF2\n",
    "axes.grid: True\n",
    "axes.labelcolor: .15\n",
    "axes.labelsize: 11\n",
    "axes.linewidth: 0\n",
    "axes.prop_cycle: cycler('color', ['4C72B0', '55A868', 'C44E52', '8172B2', 'CCB974', '64B5CD'])\n",
    "axes.titlesize: 12\n",
    "\n",
    "figure.facecolor: white\n",
    "figure.figsize: 8.0, 5.5\n",
    "\n",
    "font.family: sans-serif\n",
    "font.sans-serif: Arial, Liberation Sans, DejaVu Sans, Bitstream Vera Sans, sans-serif\n",
    "\n",
    "grid.color: white\n",
    "grid.linestyle: -\n",
    "grid.linewidth: 1\n",
    "\n",
    "image.cmap: Greys\n",
    "\n",
    "legend.fontsize: 10\n",
    "legend.frameon: False\n",
    "legend.numpoints: 1\n",
    "legend.scatterpoints: 1\n",
    "\n",
    "lines.linewidth: 1.75\n",
    "lines.markeredgewidth: 0\n",
    "lines.markersize: 7\n",
    "lines.solid_capstyle: round\n",
    "\n",
    "patch.facecolor: 4C72B0\n",
    "patch.linewidth: .3\n",
    "\n",
    "text.color: .15\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-27T13:16:57.366956Z",
     "iopub.status.busy": "2021-11-27T13:16:57.366286Z",
     "iopub.status.idle": "2021-11-27T13:16:57.517115Z",
     "shell.execute_reply": "2021-11-27T13:16:57.516418Z",
     "shell.execute_reply.started": "2021-11-27T13:16:57.366910Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import sys\n",
    "sys.path.append('/home/aistudio/external-libraries')\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as mstyle\n",
    "import matplotlib.colors as mcolors\n",
    "import matplotlib.cm as cm\n",
    "import numpy as np\n",
    "\n",
    "rng = np.random.RandomState(341297)\n",
    "with plt.style.context('work/mystyle.mplstyle'):\n",
    "    plt.scatter(range(10), rng.randint(0, 10, 10))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib支持**混合样式**的引用，只需在引用时**输入一个样式列表**，若是几个样式中涉及到同一个参数，**右边的样式表会覆盖左边的值**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-27T13:39:17.641460Z",
     "iopub.status.busy": "2021-11-27T13:39:17.640287Z",
     "iopub.status.idle": "2021-11-27T13:39:17.974214Z",
     "shell.execute_reply": "2021-11-27T13:39:17.973625Z",
     "shell.execute_reply.started": "2021-11-27T13:39:17.641395Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import sys\n",
    "sys.path.append('/home/aistudio/external-libraries')\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as mstyle\n",
    "import matplotlib.colors as mcolors\n",
    "import matplotlib.cm as cm\n",
    "import numpy as np\n",
    "\n",
    "rng = np.random.RandomState(341297)\n",
    "fig = plt.figure(figsize=(3*3, 1*3))\n",
    "for idx, style in enumerate(['ggplot', 'work/mystyle.mplstyle', ['ggplot', 'work/mystyle.mplstyle']], 1):\n",
    "    with plt.style.context(style):\n",
    "        ax = fig.add_subplot(1, 3, idx)\n",
    "        title = \"default\"\n",
    "        ax.scatter(range(10), rng.randint(0, 10, 10))\n",
    "        if not isinstance(style, list):\n",
    "            title = style.split(\"/\")[-1].split(\".\")[-1]\n",
    "        else:\n",
    "            title = style[0].split(\"/\")[-1].split(\".\")[-1]\n",
    "            for s in style[1:]:\n",
    "                title += \", \" + s.split(\"/\")[-1].split(\".\")[-1]\n",
    "                \n",
    "        ax.set_title(title, fontsize=11)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 设置rcparams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-27T13:53:34.097180Z",
     "iopub.status.busy": "2021-11-27T13:53:34.096675Z",
     "iopub.status.idle": "2021-11-27T13:53:34.225106Z",
     "shell.execute_reply": "2021-11-27T13:53:34.224465Z",
     "shell.execute_reply.started": "2021-11-27T13:53:34.097146Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import sys\n",
    "sys.path.append('/home/aistudio/external-libraries')\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as mstyle\n",
    "import matplotlib.colors as mcolors\n",
    "import matplotlib.cm as cm\n",
    "import numpy as np\n",
    "\n",
    "rng = np.random.RandomState(341297)\n",
    "plt.style.use('default')    # 恢复到默认样式\n",
    "plt.plot(np.linspace(0, 1, 10), rng.randn(10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-27T13:53:23.943616Z",
     "iopub.status.busy": "2021-11-27T13:53:23.943070Z",
     "iopub.status.idle": "2021-11-27T13:53:24.069848Z",
     "shell.execute_reply": "2021-11-27T13:53:24.069162Z",
     "shell.execute_reply.started": "2021-11-27T13:53:23.943572Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PxOvzo7q1S9sBEU1SbVs3qlu6AQDLpqXhspkZ8p+xT2RqWIgQGdTxc1509A4AAJZPT9Ndf0iYcnlmL/tEyKCUyzLr5mWhrNAjf82dM1PDQoTIoPSaHzLUYsXOmUoWImRQW4+1yJ9fNS8buSluZCQ6AbBhdapYiBAZ1E5FIbJyRsYot9TWokIPwgnYDDYjI+rtD+DT0LkyeR435uYkQxAElIZyci70DKCxo0/LIRoaCxEiAxJFEbtChUii0475eckaj2hkiS4H5uamAACONXWi2+fXeEREE/PJqVb5BOl1c7PlZdDSghT5NgfquTwzWSxEiAyotq0H57w+AMCy4nQ47Pr+rxxengmKwH4+YZPBKNNUr5qXLX8eTg4GgEPcOTNp+n72IqJhVUQsy+i3PyRMeQAel2fISERRxNajUn+I026L2C2zMH+wEOHOmcljIUJkQBWKIDM9nbg7kqU8iZcM6sS5LjS0S4FlK0vSkehyyH9WmBaP1IQ4AGxYnQoWIkQGFJ4RcTpsWKTYRqhXJZlJSHZLT+CVde18wibDUG7bvXJudsSfCYIgL8+0dvWjudMX07GZBQsR0oVdp8/znfI4NXX04cz5HgBS74U7FDWtZzabIPeJtHh93GFAhvGBshCZl33Rn3N5ZupYiJDm3j/SjC8//SlufeoTfHKydewfsDjlsoweY91HsiQiT4RFJ+lfZ98AdodOt56RmYgZmYkX3UbZsMpgs8lhIUKae/bDagDSjoqfvn9C49HoX0VNm/y5noPMhloc0SfSrtk4iMZrx4lWBELnI62bmzXsbZRbeFmITA4LEdLUyXNdEcFcFTXnsZfvlke1q0Z6fOw2AUunp41xa/1YXDQ4Vu6cISP4YJT+kLBp6Qly/xMPv5scFiKkqVcqzlz0vae3ndJgJMZwobsfx5q9AICF+SlIUnTw6116ohPFGQkApLX0cEAUkR4FgyK2hWLd4+PsWFky/OyjIAgoDfWJNHf6cM7L/qeJYiFCmukbCOB3e+sBSPvzM5Ok4+LfO9KMk+d4Sutwdhm0PyQs3LDa7w/iyNlObQdDNIpDjZ1o7ZJ2wayelQmXY+SmcOUBeIca+Hs9USxESDPvHjyL9h7p9Nhry3Jx3+UzAACiCDz7IWdFhqMsRFYYqD8kTHkSL5dnSM+UyzJXDbNbRmlhviLqnX0iE8ZChDSzeefgsswd5dNwx8pp8lrrm5UNONvRq9XQdEuZqGqEILOhljDYjAxCGes+UqNqGHfOTA0LEdLEiWYvdp2WXohmZSehfEY6kt1xWH/pdADAQEDEiztqtByi7nT7/DjYKE37zslJQnroCHIjmZebAqdDetqp5IwI6VRblw/76tsBAPNyk5GfGj/q7YszEuV+LRYiE8dChDSxWdGk+tXyafJplvesniG/UG3eeQYdoaUbAvaeuSBvJTTibAggJcGG3z3WtvXgfHe/xiMiutj24y0Ih/8OF2I2lM0mYEFoeaaxow9tXUxYnQgWIhRzfQMB/G5PqEnVYcOtSwvkP8tKduFvlxUCALr7A/j1zlpNxqhHymUZI+WHDKUMNquq4/IM6c/W0G4ZYORtu0OVKhJWwzOXND4sRCjm/rT/LDr7/ACAL5blITUhconh/stLYJMmSPDijhr0DQRiPURdMkshwmAz0jN/IIjtof6QFLcj4sDG0ZQVMthssliIUMwpl2XuWDntoj8vzkzEtWV5AIC27n68Hpo9sTKfPyD3VBSlxyPPM/qatZ5x5wzpWWVdu/xG6Yo5WXDYx/cyyYbVyWMhQjF1rMmLPaGzG+bkJGHZCMmgD66dKX/+3IfV8AesHX61v34wAKy8OEPj0UxNvseN7GQpM6bqTDuCQZ7ES/oxnjTV4czITEKCU8oa4RbeibFkIdLZN4Bntp/CxneOaD0Uy9ms6Pm4Q9GkOlRpgQdrZmUCAM6c78G7B5tiMj69Ui7LrDTwsgwgJVGGg828Pj+qWxleR/qxNVSICAKwdoxtu0p2m4AFedLyTP2FXrT3sBF7vCxXiASDIq7/Px9h47tH8cKOGmZVxFBvfwBvVDYAANxxNnxpaeGot39AMSvy9PZTEEXrvnOOyA8xeCECRC7P7GWfCOnE2Y5eHG2SjlBYVJgqpz2PV2nE8gwbVsfLcoWIzSbgS4ulXRr+oIhNH5/WdkAW8of9jfCGm1QX5cMTHzfq7VfPypDXXQ81duKjE62qj1GPAkFRXs7KSnbJ57UY2WLFzhk2rJJebD2q3C0z/tmQsIhChAfgjZvlChEAWL+qOCKrwtvHrIpYiEhSHaZJdShBEC6aFbGiI2c70eWTCrjyGekjLmcZyaJCj7wzig2rpBfKNNWxYt2HU1rAqPfJsGQhkpXskrMrvD4/XttVp/GIzO9wY6f8gjMvNzkiS2I0XyjNlWcAPjnVhv2htEMr2Vlj7IPuhpPocmBurvSkfaypE92hQotIKz5/AB+flGZdM5OcEbkg4zUrKwmu0JvcQyxExs2ShQgA3LumRP78xR01GLD4rgy1ba4YbFK9c+XITapD2W0C7rti8N/KirMiFTVt8udGzg8ZKrw8ExSlXUFEWqqoOY+efimzaO2cbNhsE595dNhtmB9qWD3d1oNOzraPi2ULkVnZSbh6vjT11tjRh3cOnNV4RObV7fPjrcpGAEB8nB03LSkY4yci3bq0UG4ae/dgE2pau6M+Rr0SRVE+kyfF7cDcnGSNRxQ9ygPwuDxDWlP2h0xmWSZMmSdyiA2r42LZQgQA7rt88J32sx9WW3pXhpr+sK9R7nG48ZJ8pLhHb1Idyh1nxzfWFAMARBF49kPrzIqcaumSz2NZUZw+qXdperWUJ/GSjoT7Q+w2AWtmZ076fpR9Igw2Gx9LFyLlM9JxSeHgroxPT7WN8RM0GWMlqY7HnSuny6db/m5PA8519kVlbHq30ySx7sMpyUxCslv6N62sa+cbAdJMTWu3PNO6bHramDv6RqPcOcOG1fGxdCEiCJH9B89+VK3haMzpYEOHvP6/MD8Fiwon3gAGAJ74ONwZKmL6A0G8aJFt17tMlh+iZLMNBpu1eH1o7LBGcUn6s22Ku2WU5uQkwxmKhecW3vGxdCECAF9YmIvCNOncjm3HWnAsFGZD0fHykC27U9l6+o01M+T/4C9/VmuJRrBwkFl8nH1SXfx6tyQiT4TLM6SNyca6DyfObsO8PKmXq6a1W16WppFZvhBx2G24d80M+evnOCsSNV0+P96ukpJUE5123LR4Yk2qQ+WkuHGLYtv1y5+dGeMnjK3+Qo88S7B0eqqcfWMmPImXtNbT78fOaqngL0iNx5ycpCnfZ3h5RhSl6AIanfme2SbhtuVFSAmtVf++qgHNFuk/UNvvqxrQHdoOd+PiArnHYyruv6IE4UmVFz+uQd9AYMr3qVcRse4myQ8ZanERT+IlbX1ysg39ofiGdXOzohIYqJy9ZJ/I2FiIQApX+tql0wEAAwERmz45re2ATEAUxYgk1Tsn2aQ6VElWEq5ZkAtA6it4M3R2jRlVmLhRNSw90SkH1h1oGDxhmChWPjgWvWWZsMgtvCxExsJCJOTuy4oRZ5cq4Zc/q+W63hTtr+/AodCU5KJCT0Qn+VQ9sG4w9v3ZD6sRMOkx8hWnpUIkzi5giWLmwGzCDav9/iCOnOU0NsWOKIrYFuoPcTpsuGxWRlTud05ukvx6whmRsbEQCclOcePmUA9DZ58fv2Hs+5REnCtTHp3ZkLDFRalYVSI9YdS0duMvh5qiev960OL1obpF2k5YVuBBvNOu8YjUozyJl8szFEvHmr1yH9alJRlIcE59+RgAXA475oTCB0+1dKGnn29sR8NCREG5lfeFHTXwM/Z9Ujr7BvD2PilJNcnlwA2X5Ef9GspZkae2nzJdBsWu08plmei8S9OrJQw2I41M9bTd0YT7RIIiONM3BhYiCnNykrEu9MvY0N6Ldw+a7512LPy+sgG9oSbSm5fkIzEKTapDXTE7EwtCZzrsr+8wXRhdZH+IeZdlAGBeboq8I6iSMyIUQ1tV6A8JK1VkJh1k1PuoWIgMcT9j36dEFMXI7JDy6apcRxAEfGvt4L/VUyY7DC9ciAgCsGy6ORtVw5wOm9zcV9vWI0faE6mpo2cAe2qlGbiSzEQUZyZG9f5L8wej3tknMjoWIkOsmpmBhaFfoAMNHRER2zS2yrp2HA2Fwi0uSsUCxX/GaLu+LA9F6VIY3UcnWk1zrkNH7wCONEnvoObnpkwpbtoolMFmVXVcniH1fXSyRW50v3KKaarDmZ+XAnvobCizPDephYXIEIIg4H5Fr8hzHzLgbCI2D0lSVZPDbouYwXraJLMie2svIDwRZ9Ztu0Mx2IxiLbI/JPqFiDvOjtnZUjjaiXNdps48mioWIsO4riwP+R43AOD9o+dw8hxj38ejo3cAf9wvNakmux24YVH0m1SH+vLyImQkOgEA7xw4i9q2btWvqTYzH3Q3Eu6coVgKBkVsPy71hyQ47VihUh9WOLYgEBTZsDoKFiLDiLPb8A1F7PvzH9VoOBrjeHNvPfoGpJ1GtywpiMmWU3ecHXdfVgxA6k43Q0S/cseMWRNVh8r3uJGd7AIAVJ1pR9Ck2TCkDwcaOtDaJfUirZmVCZdDnecqZbDZQUa9j4iFyAhuX1GE5NBujzf2NuCcl7HvoxFFEZsrlMsy6jSpDmf9qulICBU9r++uR2uXL2bXjrbe/gD217cDkBroskIvzmYnCIMn8Xp9fpxq6dJ2QGRqEYfcqdAfElZaMNgjd7CefSIjYSEygmR3nNzj0B8I4lef1mo8In3bU3sBx5ulF49l09MwNzc5ZtdOTXDKoWk+fxCbPj4ds2tHW2XdBQwEpNkAqyzLhCmXZ7iNl9S0TbFtd12U80OU5uelINSvioONLERGwkJkFHevLoYj9Fv0q89qmY43CjWTVMfj3stnyJHKv/z0tGEj+nfVDO4YsV4hkip/zoZVUkuL14d9odmJ+XkpyPPEq3atBKcDM7OkhtXjzV74/GxYHQ4LkVHkeeJxYygVtL1nAL/dU6/xiPSpvacffzxwFgDgiY/D9YvyYj6GPE88blJE9L+iKIyMpOL0YDCbVfpDwsoKPPK7Ryasklq2H1cvTXU44T6RgYCI401cchwOC5ExfFOxPfT5j2pMe8DaVPxub4N8auotSwvgjtPmXJQHFAFnL+yoMdxJrgOBIPbWtgOQmjcL09R7p6ZHiS4H5uZKa+rHm73oNuisFumbMk31KhX7Q8IWKhpWGWw2PBYiY1iQn4LLZ2cCAM6c7zHlAWtTIYoiNu8c7J+5U+XskNHMyk7G5xfkAACaOvvwVlWDZmOZjIMNHXI0fvmMdAiCoPGIYi/csBoUpeh+omjyB4L4MDQj4omPk3/f1BS5c4a/08NhITIO9ylmRZ5h7HuEiprzOBU6Jba8OB2zsmPXpDqcB9YOHob39PZThtoGqjxfZoXF+kPCIvpEmLBKUban9gK8fdJM2xVzsuCwq/8SuCA/BeH3FExYHR4LkXG4fHYm5oV2gVTVtcvnExCGbNnVbjYkbNn0NJSHeiuqW7rx3pFmjUc0fspCZKVFC5GlikKkig2rFGVbjw32h1w1T/3+EEA6gXxG6Bybo2e9hlsyjgUWIuMgCELErMizjH0HAJzv7se7B6SlqrSEOHyhNFfjEUkeWBcZ+26EGaxgUJSDzNITnXKnvdWUZCYh2S3l91TWtRvi346MY2soP0QQgCtmx6YQAQaXZ/oDQZxgUvdFWIiM0w2X5CMnRQqXeu9IM6oZuITf7alHf0Cq7m9dWqhZk+pQV87NxtwcaQar8kx7xEyDXh1r9qIzNGW8ojjNkv0hAGCzDQabtXh9aOxgkCBFR0N7L441S0XAJYWpyEiKXVhgab6iT4TLMxdhITJOTocN96yWYt9FUdqVYWWiKOIVxbLMV3WwLBMmCMJFsyJ6p4x1L5+RoeFItKc8iZfbeClatsV4t4xSqbJhtYFR70OpWoh8+OGHuOGGG5Cfnw9BEPDWW2+peTnVfbV8GhJDUeK/3VOPNgNHiU/Vp9VtqG6VmlQvLUnX3VLCFxfloyBV2v669ViL7g+cijjozmL5IUPxJF5Sw1ZlrLsKp+2OZqEi6p1beC+maiHS3d2NSy65BE8++aSal4kZT3wcvqKIEv/VZ9aNfY9IUo3huTLjFWe34ZuXDx5c+IyOZ0VEUZSXj5JcDszP03bnkdYWF/EkXoquvoEAPj4phQVmJbuwMD9ljJ+IrhR3HIozEgAAR852wh9gw6qSqoXItddei+9///v40pe+pOZlYuqe1cWw28JR4rXoG7BeZG9rlw9/DuWppCc6cc3CHI1HNLzbVxQhLSEOAPCH/WdRd75H4xENr7atBy1eaXZt2fS0mGwp1LP0RKf8pH2goYO7DGjKKmrOyxk96+ZkwWaLfQ9WONjM5w/iJHsMI+jqGc/n86GzszPiQ28K0xJwfZkUYX6+ux+/22u92Pff7qmXD2b78rJC1Y7QnqoEpwN3XVYMAAgERd329Sibaa12vsxIwg2r/f6g7pfVSP9iddruaMrYJzIiXRUiGzduhMfjkT+Kioq0HtKw7hsS+26k0KypCgaHNKlqcMDdRNy1qhjxod08r+46o8u+np0sRC6iPImXyzM0VeFGVYdNwJpQUnascefMyHRViDz66KPo6OiQP+rq6rQe0rDKCj1YVSLtbKhp7cZfDRSaNVWfnGpDbZu0xLF6VgaKQ0E9epWW6MTtK6SCtm8giJc+1V9fT3jHjNNhw6JCzxi3tobIk3i5c4Ymr7qlC6dDz1nLi9OQ4o7TZBylioZVFiKRdFWIuFwupKSkRHzo1f1XDM6KPPeRdQLONlcMvpDfUa6/JtXhfPPyGYq+ntPo6dfPYWpnO3pxJtS7srgoVbfLXLE2LzcFTof09FTJGRGaAmWaaqx3yyilJjjlgywPNXbyAFUFXRUiRrJ2ThZmZ0tbVnedvoC9FnjXds7bh78ckmZ/MpOc8gFzeleYloAbL8kHALT3DODVCv3MtDHWfXhOh01eU69t68H57n6NR0RGpWV+yFDh3+negQBDMRVULUS6urpQVVWFqqoqAEBNTQ2qqqpw5syZ0X/QAGw2YUiviPlnRV7fXQ9/qIr/8vIi+R2rEXxrbeS/1YBOts8pg8xWWDw/ZChlsFkVD8CjSej2+bGzWvo/VpAaj1nZ2uYdlfIk3mGp+kqye/duLFmyBEuWLAEAPPzww1iyZAkee+wxNS8bMzctyUdmKCZ4y8Em1LZ1azwi9QSDIl7dpWhSXaHvJtWh5uWmyO+GGjv68HZVo8YjkoRnROw2AUunp41xa2thsBlN1ccnW+VjKK6cl6X50QnKQuRAPXfOhKlaiKxbtw6iKF70sWnTJjUvGzMuhx33rC4GAARF4EWdbg+Nho9OtqLufC8A6TTiaaGcByN5YO1M+fNnPjyl+W6nC939ON4sTc+W5qcgyeXQdDx6w50zNFVbdbQsA0j/z8M4IzLIOHPrOnXnymny9tDf7K7HBZOuZW/eOdikeqeOzpWZiBXFafIx88ebuyKepLTAZZnR5XvcyE6WZhyrzrRrXjiSsYiiiK1HpUZVl8OGVSXabNtVykhyId/jBgAcbuzk73QIC5EpSk0Y3B7aOxDAyzv1tz10qs519uGvR6QX7axkFz433xhNqkMJgoAH182Sv9b6MDwGmY1OEAZP4vX6/DjF5j6agKNNXjR1Sqc3r5qZgXinPnakhZdnunx+nDbxcv5EsBCJgm+snoFwYvCmT8wX+/6b3XXyVrPblxchzsAR5J+blx2x22m3YlYi1jgjMjbl8gy38dJEfKDhIXejiegTYZ4IABYiUTEtIwHXlkqx761dPvy+qkHjEUVPICjildB2V0EAvlKuz7Tb8bLZhIgMGK1mRbp8fhxslJrV5uQkIS3Rqck49G4JG1ZpkpTbdvVUiCij3g81smEVYCESNcqTXp8zUez7hyda0NAuNamunZOFwjTjNakOddPiAuSF1mn/euQcjjd7Yz6GvbUX5FkmLsuMrKzAI882MmGVxqujZwB7aqXfl5lZibpqrl+oSFg9UM8ZEYCFSNQsmZaG8tD0+slzXdh2XNtGyGjZvHNwy+4dOj9XZrycDhvuXTNYOD6zPfYZMMplmfIZGTG/vlEkuhyYmys9cR9v9qLbp59UXNKv7SdaEH4vqKfZEADITnYjJ0Vqwj7Y2AFRNMeb1qlgIRJF9ymm/J/90PgBZ00dffI6a26KWxfb36Llq+XT4ImXzpz4fVUDGkOzPrEScdAd+0NGFV6eCYrAfr6DpHHYpoPTdkcTPgDP2+eXj3iwMhYiUfS5edkoCR0C91n1eeyvb9d2QFP02q7BJtXbVhTBYeAm1aESXQ58fZV0Vo4/KOL5j2KXAePzB+RcjGnpCcgNLRPR8BYrElYrmbBKYwgERWw7Lm3bTXTaddkIzobVSOZ5ZdEBm03ANxWx78/F8MUt2gJBEa+FklRtAvCVFcZuUh3OXZcVwxWKqX911xm098QmA2Z/fQf6/VLaI/tDxrZU0bBaxYZVGsP++nb5bKI1szN1eRRFRNR7AxtW9fcvZHC3LC1ARmgHxDsHzqLOoNNu246dQ2OHtAf/yrnZyE+N13hE0ZeZ5MJty6UCq6c/gF9+GpsMmAouy0xISWYSkt1S6mxlXTvX1GlUytN29bqcXBZRiHBGhIVIlLnj7Pj6qmIA0qzCLz4+rel4JiuiSdWgSarjcf8VJbCHtmVs+uQ0evvVz4DZySCzCbHZBoPNWrw+eRcX0XC2KvpD1umsUTUsJ8Uln1PGhlUWIqpYv2o63HGDU/4dPQMaj2hiGtt75fjzfI9bt/+Zo6EoPQHXl0kZMOe7+/H6njpVr+cPBLE3tK0wK9mF6TraVqhnkSfxtms2DtK3c94+uediQV4KclL02X8lCAJKQ9t423sGUH/B2sU1CxEVpCc68eVlg1P+myvOjPET+vLqrjp569vtK6bJMwZm9a21kbud/KHTOtVw5KwXXaEtqOUz0jU/DdQoeBIvjcd2AyzLhEUGm1l7eYaFiEruXTMD4deYX3xcIzcn6p0/EJSbVO02QT5Hx8wW5ntwxZwsAED9hV786cBZ1a5VocgPWcllmXFbXKSIemewGY1AeZDllfOyNBzJ2Bbmc+dMGAsRlRRnJuKaBbkAgHNeH97e16jxiMbng6Pn0NzpAyC9o7DK1tIH186UP396e7Vqa7YVNW3y53rcVqhX6YlOFIeWsQ42dhqmsKfYGQgE8dHxVgBAakJcRPGqR2WF3DkTxkJERcqAs+c+VO/FLZqUy0hmblId6tKSdFwS6kM4crYT24+3jP4DkyCKInadlt7Np7gdmJuTHPVrmFm4YbXfH8SRs9Z+4qaL7T59Ad7QsufaOVm6X1LO97iRliCFKh5ssHbDKgsRFS2bnoZl06Wq/FizFx+eaNV4RKOrO98jvwAXpMbjitn6ntqMJkEQ8KCiV+SpbdE/DO9US5ecb1A+Ix02nT9R6k3ESbxcnqEh9HrI3UikhlVpVqStux9NnX0aj0g7LERUdt/lkbMievbarjqEi/Kvlhfp/h1FtH1+Qa6cjLuz5nzUX+yU23a5LDNxypN4rbRzJhgUsfHdI7jyx9vw3uFmrYejW+H+EEGQZkSMICJh1cLHF7AQUdnnF+TIa9s7Trbqtjt6IBDEa7ulrasOmyAHfVmJ3SbgfsVy2tPbozsrUsH8kCmZl5sip2RWWqQQEUURP3znCJ7ZXo2a1m48/FoVmjqs+855JPUXenC8uQuAtNU7LRQqqXcMNpOwEFGZ3SbgXsWsSCzPNJmI9480o8UrNalePT8H2Trdf6+2Ly0tQHayFDT0l8PNONXSFZX7FUVRLkTi4+wR74RofJwOm/zEXdvWIy9zmdlT20/h+R2Dzxlenx+Pv31QwxHpkzJN1QjLMmGlip0zBxut2/fEQiQG/nZpodyU9Id9jTE/6XU8XrZIkupYXA477l0zAwAgisCz26OznFZ/oRdnQ+9kl05PRZyJDhCMpchgM3P3ibxScQY/2nJM/jrRaQcA/PlQM7YcbNJqWLqk99N2R1KUHi+fAm7lLbx8NoyBeKcd60Ox7/6giE2fnNZ0PEOdaevBR6FG2mnpCVgzK1PjEWnrjpXT5LNN3qisj8pUeOT5MhlTvj+rskqw2bsHzuK7bx6Qv/7XL8zFxlsXyV8/9vuD6OwzVmKzWvoGAvj4lPT8lZ3swsL8FI1HNH7KhNUWrw/nLNqwykIkRr6+arq8vr155xldPYm8smtwNuQr5UWW382R7I7D1y6dDgAYCIh48eOpL6ftOs3+kGhQ7pwxa8PqJydb8f+8WiWnG993+Qw8uHYmbliUhyvnSk2Y57w+/Pe7RzUcpX58Vt2GvgEpV2bd3CzDpRWXMtiMhUisZCa5cOvSQgBAl8+P1yrUPdNkvPr9QbyuaFINR9Nb3T2riyMKx47eqRWO4RmROLsQsfuDJibf45Z7eKrOtCMYNFf2wv76dtz3y93oDx0zcOvSQnznuvkQBAGCIOD7XypDQmiJ5uWdZyIKXKtSHnKn91j34ZQWMNiMhUgMffPyGfLnL35cgwEVzzQZr/cON6O1S2r6u2ZhLrJCT/JWl53sxt8uGywcf/1Z7aTv65y3D9Wt3QCARYWpcMfZozJGKxKEwZN4vT5/1JqJ9eBUSxfu/sUudIdOgL56fg7++9ayiHf4Banx+Oe/mSt//cjv9sPnV//EaL0SRVFuVI2zC1htwGXliC28nBEhtc3MSsLV83MAAGc7+vCn/eqdaTJemysGX2Ct3KQ6nPsvL4FNcV5Q38DknvB3nx5sqmR+yNRFBJuZZHnmbEcv1j+/MyLw7v/esQSOYZqa77qsWE4BPtXSjZ9vjX74nlFUt3bjzPkeANL/rWR3nMYjmrjp6QlIdkk9aXqNd1AbC5EYU+ZUPKtx7Pvp1m58fFI6+6Q4IwGrSthEqVScmYhrS/MAAK1d/fjtnvpJ3Y+yUZUH3U3dEpM1rF7o7sf6FyrQGGqKnp+XgufvWj7izJndJuCJW8rgCFXJP992EieavTEbr54ol2WMtG1XyWYTsCDUYHu2ow+tXT6NRxR7LERibEVxmvxu5vDZTnxyqm30H1DRK4pzZb5aPs3yTarDeUBxGN5zH1UjMImehHAhIgjAsmJ9H8RlBGUFHnmmyuhR790+P+7etAsnz0lLTNMzEvDLb5QjZYx39vPzUuQ3NQMBEY+8ccB0/TLjYaTTdkdj9WAzFiIxJggC7r88clZECz5/AK+H3uE77Ta5H4IilRV65O3MtW09ePfgxJbTOnoHcKRJakCbn5sy5gsMjS3R5cDcXOkd5PFmL7pDB50Zjc8fwAO/3oN9oeWl7GQXfn3vynH3af3952bLqc17ai/gZcUbCyvo8vnlIr8oPR4zs5I0HtHklbIQoVi7ZmEOitLjAQDbj7fgWFPsp1X/fKhZXo++pjQXGUlsUh2Jclbk6e2nJrSctqf2vHx+D7ftRk94eSYoAvsNeEZHICji4d/sk/N7UtwO/PLechSlJ4z7PtxxdvzwljL56/9+96il4t93nGjFQED6z3Xl3GzDbdtVsnrDKgsRDTjsNty7enAHzXMfxX5WZPNORZNqOZtUR7N6VoYcOnSwoRM7To7/FOWKmsGlA/aHRM9iRcJqpcESVkVRxGO/Pyg3q7vjbHjx7hWYlzvxIK7LZmbituWDu7se+7114t+NdtruaGZkJsrbsq24hZeFiEa+vLxIjvb9fVUDmmOYqHeqpQufVUtTmiWZibi0hC+QoxEE4aJZkfGqqBnsAVrOHTNRs1R5Eq/BGlb/93vH5SMVHDYBT925bEq/G9+5bj4yk6RD3v5yuBlbJrh8aETStl2pEHE5bFg109iN9nabICfCNrT34oIFzlFSYiGikUSXA1+7VJqJGAjENvb9lZ2RTapGntKMlWtL8zA9tB7/8cm2cR3Z3dsfkJcNSrISmdESRSWZSXIMf2Vdu6a7zybiFx/X4P98cFL++sdfvmTKZ6OkJjjx2A0L5a8f+/2hKQfw6d3hs51o7pR2l1w2M8MU2TwRfSIW28bLQkRDd60qhjOUE/DyZ7XoikHTXd9AAL/dO9ikeiubVMfFbhMitl6PZ1aksu4C/KGdDFyWiS6bbTDYrMXrQ4MOD5Ic6q3KBvznHw7LXz9+wwLcvKQgKvd9Ufz7FnPHv29TnrZrwDTV4Vg56p2FiIayU9y4eUk+AKCzz4/f7FI/9n3LwSa090jvlq4ty0V6olP1a5rFrUsLkRlq6n334FnUhNJSR6LMD2GQWfRFnsTbrtk4xmPrsXP459f3yV//3VWzcI+iT2yqhsa/b955JuL3z2w+MEF+yFBlhYOFyCGL9YmwENHYNxVbeV/YUQO/yrHvmxXLMmxSnRh3nB33rC4GIO3WGGvrdcSJu5wRiTqjnMS7p/Y8Hvz1Hnl27M6V0/Dw5+dE/TpD498ffcOc8e8Xuvvl/JhZ2UkT2mmkZyWZiXDHSS/JnBGhmJqTkyxPqTa09+Ldg02qXetEsxcVoUOyZmUn8cVxEr526XQkheKYf7e3Hue8wzcZ9/uD2Bt6ssz3uFGYZo4nSz1ZXKSIetdpsNnRpk7c84td8umw1y/Kw3/dVKpaX5YV4t8/PNEin0xsxEPuRuKw27AgT2pYPXO+Bx095u7zUWIhogP3xSj2fXMFm1SnyhMfhztDZ/L0+4P4xcenh73dwcYO+cWHBZ860hOdcqDXwcZO9Pu1P0RSqe58D77+QgU6+6TerzWzMvGT2y6BXcUEYyvEvytj3dfNNW6a6nCUDatWOneGhYgOrCoZzKk40NCBnSqs7fYNBPC7cJKqw4Zbl0anSc6KvrFmhtxk/OtPa9HZd/E7l10RyzLG3lqoZ+GG1X5/EEfO6mddvcXrw9de2IlzXmlnxyVFqXhm/TK4HOrv7jBz/HsgKGL7calRNcnlwPLp5iryrbpzhoWIDgiCgPsUvSLPqRD7/qf9Z+V3Zl8sy0NqAptUJysnxY0vhXY7eH3+iL6bsMj+EJ4vo5aIk3h1sjzT2TeAu16sQG2bdCrszKxE/OLuFUgMLenFglnj36vq2nEhtGRx+exMOB3megmL3Dmjn8Jabeb6VzSw68ryUJAqxb6/f/QcTp6L7nSqclnmjpVsUp2q+9eWILyy9eKOmoimwGBQxK5QL056otPQZ2DonfIkXj3snOkbCOCbL+3G4dDsTL7HjV/duzLmu9PMGv9upjTV4czOSZKLKyudOcNCRCfi7DZ5RwYAPP9RTdTu+1iTF3tqpXeLc3KSsGw636FP1cysJFyzIBeAlNvw5t4G+c+ONXvl2afy4nT24qhoXm6K/MRdqXEh4g8E8dDmSnk2LC0hDr+8dyXyQ28wYs2M8e/K03bN1h8CSK8D83OTAQA1rd3wDrPsa0YsRHTkK+XT5LTIN/Y2jLgjY6KGnivDF8boeGDdYOz7sx9WIxBah4/ID2GjqqqcDpt8hHptWw/aunyajEMUpV6Mvx5pBgAkOu3YdE85ZmVrOxtmpvj3c5198jkspQUpyE5xazwidUQ2rFpjeYaFiI4kuRzyskl/IIhffVo7xk+Mrbc/gDcqpXfr7jgbvrSUSarRsrgoVT6np7q1G+8dlrZeKwsRJqqqTxlstq++XZMxbHz3KH67ZzCx+NmvL5e30WopNcGJx00S/x6RpmrCZZmwMmXDqkWWZ1iI6Mw9l82Qt9796rNa9PRPLfb9D/sb4Q03qS7Klw/ao+hQHob31LZTEEVRzmpJcjkwP2/iJ6rSxGgdbPb09lNyuJ0gAD/9ymKsnpUZ83GM5IuL8uS8DSPHvyuXZcwS6z6cUhYipLVcjxs3LpZi39t7BuR3WZMVkaTKJtWoWzsnSy429tV34JWKOrSEtmwum56mamYESSJ3zrTH9Nqv7TqDJ94dfGH/wc1luK4sL6ZjGIsgCPjezaVINHD8e78/iI9OtAKQem8uKUzVdkAqmpOTjDi79LxxkEszpBXlVt7nP6qRew8m6nBjp7yTYF5ucsQUNkWHIAh4YO3gv9f3/jh4qBmDzGIj3+NGduhk43117THLzNhysAmPvnFA/vpfrpmr22K/IDUe/3yNcePfd9eelw8FXTsny9QFvtNhw9xQw+qpli50x+AwVK2xENGh+XkpuHy2NLV75nwP/nJocrHvmysGe0zuXMkmVbVcX5aHonRpZ0TvwOCTO/tDYkMQBk/i9fr8ONXSpfo1PznVir9/pVKOGr93zQx8W9G8rEdfX1UsP06nWrrxpIHi35VpqmZelgkL94mIInQV1KcWFiI6pTxy/plJxL53+/x4q7IRABAfZ8dNUTpunC7msNsiZrGA0G4OxWmapK5YLs8cqO/A/b/cg/7QAZW3LCnAd6+br/tC324T8MStg/HvT207ieMGiX/fGmpUtQnAFbPNt213qIURwWbm7xNhIaJTa2ZlYl5oeq6qrh27ayeWGvmHfY3yVOaNl+Qjxc0mVTV9eVlRRGjVkqLUmMR5k0QZbKZmnkh1Sxfu/kWF/H/rc/Oy8d9/uwg2gywVzMtNwbfWDsa/P2qA+Pe68z04eU6a5VoyLQ1pMQ6H00LkzhnOiJBGBEGImBUZ68j5oZikGlvxTjvuuaxY/prLMrFVVuBBuBZQK+r9bEcv1r9QgbbufgDAiuI0PHnnUsTZjfU0+ndXzcaMzEQAofj3nVOPCVCTcreMmU7bHc3c3GR55soKO2eM9T/IYr64KB+5odCevx5pHvfa98GGDuyvl355F+anYBGXCGLinjUzsHZOFhYVevC1S6drPRxLSXQ5MDdX2r10vNkb9Qa/C939+PoLFWho7wUgNX8/f9cKuOOMN+vljrPjh19SxL9vOYazHb0ajmh0Zj5tdyTuODtm50gz4ifOedHbb5zG4slgIaJjTsdg7LsoAi/sGF/s+8tDtuzqfe3aLJJcDrz0jXK8/dAa06Y+6ll4eSYoQi7Eo6Gn349vvLQLJ0LLA9PSE/DLb5QbOpNn1cwM3L68CEA4/v3QhPvQYqG3P4BPTrUBAHJSXFhgoVye0nzp7xoUgSNN5l6eYSGic19dOQ1JoVM7f7enHq1jRFh3+fx4u0pKUk102nHTYjapkjUsVmxPr6yLzvJMvz+IB369V26AzUxy4Vf3lpui0JTi36Vtz+8dbsaWg5Pbnaemz6rb4PNLTcFXzs221JsqZbO72ZdnWIjoXIo7Dl9ZIb1z8fnHjn1/u6oR3aFpvBsXF8hFDJHZLVWexBuFnTPBoIh/en0fPjwu7dhIdjvwy2+UY3pG4pTvWw88CXH4jxsXyF8/9rb+4t8jD7mzRn9ImHLnDAsR0tw9a2bIAT6/+qx21PXCodkhRFZRkpkkHxpZWdc+paUGURTxH384hD/sk7bAuxw2vHDXCizIN9fSwPVlefhcqAG0xeuLSInVmiiK+CDUHxJnF7Bmtn5i82NhQV6K3IB9wOQ7Z1iIGEBBajy+uEiKjT7f3Y/f7R0+9n1/fbu81WtRoSfizAIis7PZBoPNWrw+ubF0Mn761xP4ZWj20W4T8PM7l5oyKXdo/PsrFWews7pN41FJTrV0of6C9G9YPiPdcrO78U47ZmeHGlabvegbMG/DKgsRg1AGZr2wY/jY94hzZco5G0LWozzGoGqSeSIvfXIa//P+Cfnr//dvF+Fz83OmODL9yk+Nx78o49/fPKCLF72tR61x2u5oFhZIM3D+oIhjTcYIn5sMFiIGUVrgwWUzMwAANa3d+OuR5og/9/YN4O3QNHKSy4EbLsmP+RiJtDbVhNXfVzXg8bcPyV//+xcX4JalhdEYmq6tV8S/V7d04+fbtI9//8Bise7DiQg2azRvnwgLEQO5TxFw9tyQgLO3qhrRE+oduXlJPhItNo1JBACXKHfOTDDYbNuxc/in3+yTv95w5Uzcu2ZGtIama3qLf/f2DWDXaemE4GnpCSjJNEeD8ESVFlijYZWFiIGsm5OF2dlJAIDdtRewJxT7LorikGUZhmmRNaUnOlGckQBAOkK9P7T1cyx7ai/ggV/vgT+05PnV8mn457+ZO8ZPmcu83BQ8sFY6uE/r+PcdJ1rlf4ur5llr267SgrwUhP/qZo56ZyFiIIIgRMyKPP+RNCtSVdcun9C4uCjVdJ39RBMRXmLo9wfHdXLp8WYvvrFpF/oGpKLl2tJcfP/mUku++D101Sx59kHL+PfIbbvWSFMdTqLLIf97HGvyjruwNhoWIgZz0+J8ZCVLIURbDjWhtq07cjaEW3bJ4iL7REZfnqk734P1L+yU8zNWz8rAT7+yWN4ubzXuODt+eIu28e+iKMqn7brjbLi0JCOm19ebcJ9IfyBomNOSJ4qFiMG4HHbcHTpcTRSB//3ecfxhv9Skmux24IZFbFIla1OexDvazpnWLh/Wv7ATzZ1SWvGiQg+eWb/c8qcmX1qSIYcoahH/fqixEy1e6d9k9cxMQ57nE01W6BOJSSHy5JNPori4GG63GytXrkRFRUUsLmtad66choTQvv+3qhrlKeVblhQg3mnt/7RE83JT4HRIT22VIxQi3r4B3PViBU639QAASrISsemecstlVYzk0Wu1i3+POOTOortllJSFyAEWIpPz2muv4eGHH8bjjz+OvXv34pJLLsE111yDc+fOjf3DNKzUBCduCx1YpXTHSjapEjkdNnk6u7atB21DzmfqGwjgmy/txqFGqX8kz+PGr+5difREZ8zHqldaxr8r+0OutHB/SJiy5+9gozkbVlUvRH7yk5/gvvvuwz333IMFCxbg6aefRkJCAl588UW1L21q966ZAeUy9rLpaZibm6zdgIh0RBlstq++Xf7cHwji71+pxM4aaWtoWkIcfnVvOQpS42M8Qv3TIv79fHe/PIs1JycJhWkJql9T71LccZgRalg9crYTAwHzNayqWoj09/djz549uPrqqwcvaLPh6quvxqeffnrR7X0+Hzo7OyM+aHhF6Qm4tixP/ppJqkSDFiv6RMLBZqIo4jtvHsBfDkthgAlOO35xTzlmZbOAH44W8e8fHm9BuB3Fqmmqwwkvz/T7gzh5rkvj0USfqoVIa2srAoEAcnIi45FzcnLQ1HTxmuPGjRvh8Xjkj6Kii5cfaNC/XT8fq2dl4LblhbhxMZtUicKGS1h9YstR/Ga3dE5TnF3AM+uXyVt9aXixjn9Xpqla7bTd0ZQqlmfM2Ceiq10zjz76KDo6OuSPuro6rYeka3meeLz8zUvxo7+9BHF2Xf1TEmkq3+NGdmib+766djy17RSe2S7l7ggC8NPbl+Dy2ew/GI+L4t+3nlTlOoGgiO3HpW27yS4HlhenjfET1qGMej/EQmRiMjMzYbfb0dwceS5Kc3MzcnNzL7q9y+VCSkpKxAcR0UQJwuBJvF6fH/+9ZbC/4Xs3leL6RXkj/CQNdVH8+/ZTquRZVNVdkBtiL5+TyTdXCgvzzb1zRtV/aafTiWXLluH999+XvxcMBvH+++9j1apVal6aiCxOuTwT9k+fn4OvXcrdZRM1NP79kd/tj3r8e8Qhd1yWieBJiMO0dKlx9/DZzmFPXzcy1UvOhx9+GM899xxeeuklHDlyBA8++CC6u7txzz33qH1pIrIwZbAZANyzuhgPXTVLm8GYgDL+fe+Zdvw6yvHvW4+2yJ+v5bbdi5QWSCsEfQNBnGoxV8Oq6oXI7bffjh//+Md47LHHsHjxYlRVVWHLli0XNbASEUXT4qJUFKVL23JvWVKAf79+gSXPj4mWofHvP4pi/HtTRx8Oh84FKivwIDvZHZX7NRMzJ6zGZBHuoYceQm1tLXw+H3bu3ImVK1fG4rJEZGHuODve3rAGb21Yjf/vtktgs+j5MdE0NP7939+KTvz7NmWIGdNUh1Vq4j4RdgMRkWmlJTqxuCiVMyFRpIx//+uRZrwbhfh3pqmOjTMiREREkBon//PGhfLXj799CB09k49/9/kD2HGiFQCQnujEosLUqQ7RlNITnXIC8KHGzqg3C2uJhQgREU3IdWW5uHq+Iv59y5FJ39fu0xfQ3S+FpK2bkwU7l9BGFG5Y7ekPoLq1W+PRRA8LESIimhBBEPBfNynj3+vw2STj33na7vhFBJs1mmd5hoUIERFNWH5qPP71C/Pkr7/zxuTi3z8I9YfYBGAt025HtVBRiByoZyFCREQW97VLp8t5LdWtE49/r23rRnWLtMSwbHoaPAlx0R6iqSh3zhzkjAgREVmd3SbgiVsWIc4+ufj3bccGQ8x4yN3YspJdyE2RMlYONZinYZWFCBERTdrc3ORJx78rY92vYn/IuIS38Xp9fpw536PxaKKDhQgREU3JhitnoSRrYvHvvf0BfBpqcM1NcWNebrKqYzSL8M4ZwDzBZixEiIhoStxxdmz80sTi3z851Yp+fxAAcOW8LIbOjZNy54xZ+kRYiBAR0ZStLMnAV8vHH/8emabKZZnxMmPCKgsRIiKKikeunY+s5LHj30VRlE/bddptWD0rM2ZjNLqcFLf8GB9s6IzKWT9aYyFCRERR4YkfX/z7iXNdaGiXlm5WlqQj0eWI2RjNoDRf6hPp6B1A/YXonICsJRYiREQUNdeW5uLq+TkARo5/j0hT5bLMhCn7RMzQsMpChIiIokYQBHzv5oVICs1yDBf/ztN2p8ZsfSIsRIiIKKryPPH41y/Mlb9Wxr939g1g9+kLAIDijASUZCVpMkYjK+WMCBER0ei+tnI6liri358Mxb/vONEKfyjwjMsyk5PncSMj0QkAONRo/IZVFiJERBR1NpuAJ25VxL9vO4VjTd6INNUrmaY6KYIgyAfgne/uR2NHn8YjmhoWIkREpIo5Ocl4MBT/7g+KeOSN/fL5MvFxdqycka7l8AytTJGwavQ+ERYiRESkmm8r4t8rz7SjtcsHAFg9KwPuOLuWQzO0iJN4WYgQERENzx1nxxO3LLro+1yWmRoz7ZxhIUJERKoqn5GOr5ZPi/geG1WnpjAtHp74OADAAYMnrLIQISIi1T1y7Txkh6LJl0xLRUFqvMYjMjZBEORgs9YuH5o7fRqPaPKYq0tERKrzxMfhjW9fhj/uP4svLsrTejimsLAgBTtOtgKQlmdyPW6NRzQ5nBEhIqKYKExLwANrZ6IwLUHroZiCWaLeWYgQEREZkHLnzKFGFiJEREQUQ9MzEpDsljosOCNCREREMSUIgjwr0tzpwzmvMRNWWYgQEREZVKkiYfVQQ6eGI5k8FiJEREQGZYZgMxYiREREBlVqgp0zLESIiIgMakZGIhKd0pk9hxq5NENEREQxZLMJWBhqWG1o78X57n6NRzRxLESIiIgMzOjLMyxEiIiIDEy5c8aIDassRIiIiAyszOA7Z1iIEBERGVhJVhLi46SG1YMGjHpnIUJERGRgdpuABfnS8kzd+V609xirYZWFCBERkcEpl2eMto2XhQgREZHBLcwfbFg12s4ZFiJEREQGV1Zo3IZVFiJEREQGNysrCS6H9JLOQoSIiIhiymG3YX6etDxzuq0HnX0DGo9o/FiIEBERmYAy2OxQg3EaVlmIEBERmYBRg81YiBAREZlA+PA7wFjBZixEiIiITGBOTjKcdull3UhbeFmIEBERmYDTYcPc3GQAQE1rN7p8fo1HND4sRIiIiEyiNNQnIorAYYMkrLIQISIiMgkjNqyyECEiIjIJ5RZeFiJEREQUU3Nzk+GwCQCMs3OGhQgREZFJuBx2zMmRGlZPnutCT7/+G1ZZiBAREZlIuE8kKAJHzno1Hs3YWIgQERGZiNH6RFiIEBERmUipYueMEYLNWIgQERGZyPy8FNjDDassRIiIiCiW3HF2zM5OAgCcONeFvoGAxiMaHQsRIiIikwkfgBcIijjapO+GVRYiREREJlOmaFjVe58ICxEiIiKTKSscbFg9xEKEiIiIYml+XgpC/aqcESEiIqLYSnA6MDNLalg93uyFz6/fhlXVCpEf/OAHuOyyy5CQkIDU1FS1LkNERETDCOeJDAREHG/q0ng0I1OtEOnv78eXv/xlPPjgg2pdgoiIiEagDDbT8wF4DrXu+D//8z8BAJs2bVLrEkRERDSC0vzInTNf1XAso1GtEJkMn88Hn88nf93Z2anhaIiIiIxroXJGRMcNq7pqVt24cSM8Ho/8UVRUpPWQiIiIDCnJ5UBJZiIA4OhZLwYCQY1HNLwJFSKPPPIIBEEY9ePo0aOTHsyjjz6Kjo4O+aOurm7S90VERGR14T6R/kAQx5v1mbA6oaWZf/qnf8Ldd9896m1KSkomPRiXywWXyzXpnyciIqJBpQUpeHtfIwDgUEOnHP2uJxMqRLKyspCVlaXWWIiIiCiKlDtnDjR04LYV+mt5UK1Z9cyZMzh//jzOnDmDQCCAqqoqAMCsWbOQlJSk1mWJiIgoRDkDotctvKoVIo899hheeukl+eslS5YAALZu3Yp169apdVkiIiIK8cTHYXpGAmrbenDkbCf8gSAcdl3tU1Fv18ymTZsgiuJFHyxCiIiIYie8PNM3EMSplm6NR3MxfZVFREREFFWl+ZF9InrDQoSIiMjEynQebMZChIiIyMQWKqLeWYgQERFRTKUlOlGYFg8AONTYiUBQ1HhEkViIEBERmVy4T6R3IICa1i6NRxOJhQgREZHJlRXqt2GVhQgREZHJRfaJ6OtkexYiREREJjc06l1PWIgQERGZXGaSC3keNwDgcGMngjpqWGUhQkREZAHhWZEunx+n2/STsMpChIiIyAIigs0a9dMnwkKEiIjIAkoL9BlsxkKEiIjIAkp1GvXOQoSIiMgCspPdyE52AZAKEVHUR8MqCxEiIiKLCPeJdPb5ceZ8j8ajkbAQISIisoiFEcsz+mhYZSFCRERkEWU6DDZjIUJERGQRyp0zhxpZiBAREVEM5aa4kZnkBCDNiOihYZWFCBERkUUIgoCF+dLyTHvPABraezUeEQsRIiIiSynTWZ4ICxEiIiILKdXZzhkWIkRERBaibFjVw84ZFiJEREQWUpAaj7SEOAD6SFhlIUJERGQhgiDIyzNt3f1o6uzTdDwsRIiIiCxGT30iLESIiIgspjRfPwmrLESIiIgsRk9beFmIEBERWUxRejxS3A4ALESIiIgoxpQNq+e8PpzTsGGVhQgREZEFlRZ4kJoQhzWzMtHZ59dsHIKo9QbiUXR2dsLj8aCjowMpKSlj/wARERGNS99AAC6HDYIgRP2+J/L67Yj61YmIiEj33HF2rYcAgEszREREpCEWIkRERKQZFiJERESkGRYiREREpBkWIkRERKQZFiJERESkGRYiREREpBkWIkRERKQZFiJERESkGRYiREREpBkWIkRERKQZFiJERESkGV0fehc+GLizs1PjkRAREdF4hV+3w6/jo9F1IeL1egEARUVFGo+EiIiIJsrr9cLj8Yx6G0EcT7mikWAwiMbGRiQnJ0MQhKjed2dnJ4qKilBXV4eUlJSo3jcN4uMcG3ycY4OPc2zwcY4dtR5rURTh9XqRn58Pm230LhBdz4jYbDYUFhaqeo2UlBT+oscAH+fY4OMcG3ycY4OPc+yo8ViPNRMSxmZVIiIi0gwLESIiItKMZQsRl8uFxx9/HC6XS+uhmBof59jg4xwbfJxjg49z7OjhsdZ1syoRERGZm2VnRIiIiEh7LESIiIhIMyxEiIiISDMsRIiIiEgzpi5EnnzySRQXF8PtdmPlypWoqKgY9favv/465s2bB7fbjbKyMrzzzjsxGqmxTeRxfu6553D55ZcjLS0NaWlpuPrqq8f8dyHJRH+fw1599VUIgoCbb75Z3QGaxEQf5/b2dmzYsAF5eXlwuVyYM2cOnzvGYaKP809/+lPMnTsX8fHxKCoqwj/+4z+ir68vRqM1pg8//BA33HAD8vPzIQgC3nrrrTF/Ztu2bVi6dClcLhdmzZqFTZs2qT5OiCb16quvik6nU3zxxRfFQ4cOiffdd5+YmpoqNjc3D3v7jz/+WLTb7eKPfvQj8fDhw+K//du/iXFxceKBAwdiPHJjmejjfMcdd4hPPvmkWFlZKR45ckS8++67RY/HI9bX18d45MYy0cc5rKamRiwoKBAvv/xy8aabborNYA1soo+zz+cTly9fLl533XXijh07xJqaGnHbtm1iVVVVjEduLBN9nF9++WXR5XKJL7/8slhTUyP++c9/FvPy8sR//Md/jPHIjeWdd94Rv/vd74pvvPGGCEB88803R719dXW1mJCQID788MPi4cOHxZ/97Gei3W4Xt2zZouo4TVuIlJeXixs2bJC/DgQCYn5+vrhx48Zhb3/bbbeJ119/fcT3Vq5cKX7rW99SdZxGN9HHeSi/3y8mJyeLL730klpDNIXJPM5+v1+87LLLxOeff1686667WIiMw0Qf56eeekosKSkR+/v7YzVEU5jo47xhwwbxqquuivjeww8/LK5evVrVcZrJeAqRf/3XfxUXLlwY8b3bb79dvOaaa1QcmSiacmmmv78fe/bswdVXXy1/z2az4eqrr8ann3467M98+umnEbcHgGuuuWbE29PkHuehenp6MDAwgPT0dLWGaXiTfZz/67/+C9nZ2bj33ntjMUzDm8zj/Pbbb2PVqlXYsGEDcnJyUFpaih/+8IcIBAKxGrbhTOZxvuyyy7Bnzx55+aa6uhrvvPMOrrvuupiM2Sq0eh3U9aF3k9Xa2opAIICcnJyI7+fk5ODo0aPD/kxTU9Owt29qalJtnEY3mcd5qP/1v/4X8vPzL/rlp0GTeZx37NiBF154AVVVVTEYoTlM5nGurq7GBx98gDvvvBPvvPMOTp48iW9/+9sYGBjA448/HothG85kHuc77rgDra2tWLNmDURRhN/vxwMPPIDvfOc7sRiyZYz0OtjZ2Yne3l7Ex8ercl1TzoiQMTzxxBN49dVX8eabb8Ltdms9HNPwer1Yv349nnvuOWRmZmo9HFMLBoPIzs7Gs88+i2XLluH222/Hd7/7XTz99NNaD81Utm3bhh/+8If4+c9/jr179+KNN97An/70J3zve9/TemgUBaacEcnMzITdbkdzc3PE95ubm5Gbmzvsz+Tm5k7o9jS5xznsxz/+MZ544gn89a9/xaJFi9QcpuFN9HE+deoUTp8+jRtuuEH+XjAYBAA4HA4cO3YMM2fOVHfQBjSZ3+e8vDzExcXBbrfL35s/fz6amprQ398Pp9Op6piNaDKP87//+79j/fr1+OY3vwkAKCsrQ3d3N+6//35897vfhc3G99TRMNLrYEpKimqzIYBJZ0ScTieWLVuG999/X/5eMBjE+++/j1WrVg37M6tWrYq4PQC89957I96eJvc4A8CPfvQjfO9738OWLVuwfPnyWAzV0Cb6OM+bNw8HDhxAVVWV/HHjjTfiyiuvRFVVFYqKimI5fMOYzO/z6tWrcfLkSbnQA4Djx48jLy+PRcgIJvM49/T0XFRshIs/kcelRY1mr4OqtsJq6NVXXxVdLpe4adMm8fDhw+L9998vpqamik1NTaIoiuL69evFRx55RL79xx9/LDocDvHHP/6xeOTIEfHxxx/n9t1xmOjj/MQTT4hOp1P87W9/K549e1b+8Hq9Wv0VDGGij/NQ3DUzPhN9nM+cOSMmJyeLDz30kHjs2DHxj3/8o5idnS1+//vf1+qvYAgTfZwff/xxMTk5WXzllVfE6upq8S9/+Ys4c+ZM8bbbbtPqr2AIXq9XrKysFCsrK0UA4k9+8hOxsrJSrK2tFUVRFB955BFx/fr18u3D23f/5V/+RTxy5Ij45JNPcvvuVP3sZz8Tp02bJjqdTrG8vFz87LPP5D9bu3ateNddd0Xc/je/+Y04Z84c0el0igsXLhT/9Kc/xXjExjSRx3n69OkigIs+Hn/88dgP3GAm+vusxEJk/Cb6OH/yySfiypUrRZfLJZaUlIg/+MEPRL/fH+NRG89EHueBgQHxP/7jP8SZM2eKbrdbLCoqEr/97W+LFy5ciP3ADWTr1q3DPt+GH9u77rpLXLt27UU/s3jxYtHpdIolJSXiL37xC9XHKYgi57WIiIhIG6bsESEiIiJjYCFCREREmmEhQkRERJphIUJERESaYSFCREREmmEhQkRERJphIUJERESaYSFCREREmmEhQkRERJphIUJERESaYSFCREREmmEhQkRERJr5/wFDc04bAVqkpwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['lines.linewidth'] = 2\n",
    "mpl.rcParams['scatter.edgecolors'] = 'red'\n",
    "plt.plot(np.linspace(0, 1, 10), rng.randn(10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外matplotlib 也还提供了了一种更便捷的修改样式方式，可以**一次性修改多个样式**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-27T13:54:23.210325Z",
     "iopub.status.busy": "2021-11-27T13:54:23.209889Z",
     "iopub.status.idle": "2021-11-27T13:54:23.339810Z",
     "shell.execute_reply": "2021-11-27T13:54:23.339085Z",
     "shell.execute_reply.started": "2021-11-27T13:54:23.210292Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rc('lines', linewidth=4, linestyle='-.')\n",
    "plt.plot(np.linspace(0, 1, 10), rng.randn(10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 修改matplotlibrc文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-27T13:57:25.604975Z",
     "iopub.status.busy": "2021-11-27T13:57:25.604551Z",
     "iopub.status.idle": "2021-11-27T13:57:25.610233Z",
     "shell.execute_reply": "2021-11-27T13:57:25.609606Z",
     "shell.execute_reply.started": "2021-11-27T13:57:25.604938Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/mpl-data/matplotlibrc'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查找matplotlibrc文件的路径\n",
    "mpl.matplotlib_fname()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我觉得还是不要修改`matplotlibrc`文件的内容了。\n",
    "- 如果想要修改，还是设置 `mpl.rcParams` 比较合适。\n",
    "- 或者新建一个`mplstyle`文件，在里面修改内容。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、matplotlib的色彩设置（color）\n",
    "\n",
    "颜色分为<font style=\"font-weight:bold\">色相(Hue)、明度(Lightneww)和纯度(Purity)</font>三大属性。\n",
    "- <font style=\"font-weight:bold\">色相(Hue)</font>： 没有明显的顺序性、一般不用来表达数据量的高低，而是用来表达数据列的类别。\n",
    "- <font style=\"font-weight:bold\">明度(Lightneww)和纯度(Purity)</font>： 在视觉上很容易区分出优先级的高低、被用作表达顺序或者表达数据量视觉通道。在有色中，黄色最亮，紫色最暗。\n",
    "\n",
    "具体关于色彩理论部分的知识，请参阅有关拓展材料学习。\n",
    "\n",
    "理论：<a href=\"https://www.bilibili.com/video/BV1ai4y1N7SV?p=2&share_source=copy_web\">设计色彩理论知识</a>\n",
    "\n",
    "主题色彩搭配：\n",
    "1. <a href=\"https://echarts.apache.org/zh/theme-builder.html\">Echarts主题编辑器</a>\n",
    "2. <a href=\"https://colorhunt.co/\">Color Hunt</a>\n",
    "3. <a href=\"https://color.adobe.com/zh/create/color-wheel\">Adobe Color</a>\n",
    "4. <a href=\"https://uigradients.com/\">uigradients</a>\n",
    "\n",
    "在matplotlib中，设置颜色有以下几种方式："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. RGB或RGBA\n",
    "\n",
    "颜色用 `[0,1]` 之间的浮点数表示，四个分量按顺序分别为`(red, green, blue, alpha)`，其中`alpha`透明度可省略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T09:53:13.444245Z",
     "iopub.status.busy": "2021-11-28T09:53:13.443186Z",
     "iopub.status.idle": "2021-11-28T09:53:13.586302Z",
     "shell.execute_reply": "2021-11-28T09:53:13.585422Z",
     "shell.execute_reply.started": "2021-11-28T09:53:13.444163Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\r\n",
    "import sys\r\n",
    "sys.path.append('/home/aistudio/external-libraries')\r\n",
    "import matplotlib as mpl\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import matplotlib.style as mstyle\r\n",
    "import matplotlib.colors as mcolors\r\n",
    "import matplotlib.cm as cm\r\n",
    "import numpy as np\r\n",
    "\r\n",
    "rng = np.random.RandomState(202111228)\r\n",
    "plt.scatter(np.linspace(0, 1, 10), rng.randn(10), s=500, color=(1.0, 0.5, 0.2))\r\n",
    "plt.scatter(np.linspace(0, 1, 10), rng.randn(10), s=500, color=(1.0, 0.5, 0.2, 0.5))\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T09:50:12.393437Z",
     "iopub.status.busy": "2021-11-28T09:50:12.392366Z",
     "iopub.status.idle": "2021-11-28T09:50:12.398597Z",
     "shell.execute_reply": "2021-11-28T09:50:12.397947Z",
     "shell.execute_reply.started": "2021-11-28T09:50:12.393398Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0, 0.32941176470588235, 0.011764705882352941, 1.0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mcolors.to_hex"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. HEX\n",
    "\n",
    "用 <font style=\"font-weight:bold\">8 位十六进制数</font> 表示，格式为：`#RRGGBBTT`，每两位代表十进制数的`0 ~ 255`。其中：\n",
    "- `TT`两位表示透明度，`00`表示完全透明，`FF`表示完全不透明，可省略\n",
    "- `RR`表示红色，`GG`表示绿色，`BB`表示蓝色。\n",
    "\n",
    "RGB与HEX是一一对应的：\n",
    "- `matplotlib.colors.to_rgb()` / `matplotlib.colors.to_rgb()`  可以将 HEX 转为 RGB/RGBA，\n",
    "- `matplotlib.colors.to_hex()` 可以将 RGB/RGBA 转为 HEX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T10:10:16.976523Z",
     "iopub.status.busy": "2021-11-28T10:10:16.975985Z",
     "iopub.status.idle": "2021-11-28T10:10:17.124366Z",
     "shell.execute_reply": "2021-11-28T10:10:17.123664Z",
     "shell.execute_reply.started": "2021-11-28T10:10:16.976488Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\r\n",
    "import sys\r\n",
    "sys.path.append('/home/aistudio/external-libraries')\r\n",
    "import matplotlib as mpl\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import matplotlib.style as mstyle\r\n",
    "import matplotlib.colors as mcolors\r\n",
    "import matplotlib.cm as cm\r\n",
    "import numpy as np\r\n",
    "\r\n",
    "rng = np.random.RandomState(202111228)\r\n",
    "plt.scatter(np.linspace(0, 1, 10), rng.randn(10), s=500, color=\"#7267CB\")\r\n",
    "plt.scatter(np.linspace(0, 1, 10), rng.randn(10), s=500, color=\"#7267CB7D\")\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 灰度色阶\n",
    "\n",
    "当只有一个位于 `[0,1]` 的小数的字符串时，表示灰度色阶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T10:19:38.917041Z",
     "iopub.status.busy": "2021-11-28T10:19:38.916578Z",
     "iopub.status.idle": "2021-11-28T10:19:39.049080Z",
     "shell.execute_reply": "2021-11-28T10:19:39.048308Z",
     "shell.execute_reply.started": "2021-11-28T10:19:38.917006Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\r\n",
    "import sys\r\n",
    "sys.path.append('/home/aistudio/external-libraries')\r\n",
    "import matplotlib as mpl\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import matplotlib.style as mstyle\r\n",
    "import matplotlib.colors as mcolors\r\n",
    "import matplotlib.cm as cm\r\n",
    "import numpy as np\r\n",
    "\r\n",
    "rng = np.random.RandomState(202111228)\r\n",
    "plt.scatter(np.linspace(0, 1, 10), rng.randn(10), s=500, color='0.5')\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 单字符基本颜色\n",
    "\n",
    "matplotlib有八个基本颜色，可以用单字符串来表示：\n",
    "\n",
    "```plain\n",
    "'b'(blue), 'g'(green), 'r'(red), 'c'(cyan), 'm'(magenta), 'y'(yellow), 'k'(black), 'w'(white)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T11:09:39.577000Z",
     "iopub.status.busy": "2021-11-28T11:09:39.576492Z",
     "iopub.status.idle": "2021-11-28T11:09:39.700747Z",
     "shell.execute_reply": "2021-11-28T11:09:39.699988Z",
     "shell.execute_reply.started": "2021-11-28T11:09:39.576965Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\r\n",
    "import sys\r\n",
    "sys.path.append('/home/aistudio/external-libraries')\r\n",
    "import matplotlib as mpl\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import matplotlib.style as mstyle\r\n",
    "import matplotlib.colors as mcolors\r\n",
    "import matplotlib.cm as cm\r\n",
    "import numpy as np\r\n",
    "\r\n",
    "rng = np.random.RandomState(202111228)\r\n",
    "color_list = ['b', 'g', 'r', 'c', 'm', 'y', 'k', 'w']\r\n",
    "fig = plt.figure()\r\n",
    "ax = fig.add_subplot(111)\r\n",
    "ax.set_ylim(0, 1.2)\r\n",
    "for idx in range(len(color_list)):\r\n",
    "    rect = mpl.patches.Rectangle(xy=(0.2, 0.1+idx*0.12), width=0.3, height=0.1, facecolor=color_list[idx], edgecolor=\"k\")\r\n",
    "    ax.add_artist(rect)\r\n",
    "\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 颜色名称\n",
    "\n",
    "matplotlib提供了颜色对照表，可供查询颜色对应的名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T11:17:24.528327Z",
     "iopub.status.busy": "2021-11-28T11:17:24.527731Z",
     "iopub.status.idle": "2021-11-28T11:17:24.537821Z",
     "shell.execute_reply": "2021-11-28T11:17:24.537219Z",
     "shell.execute_reply.started": "2021-11-28T11:17:24.528295Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['b', 'g', 'r', 'c', 'm', 'y', 'k', 'w'])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "dict_keys(['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:pink', 'tab:gray', 'tab:olive', 'tab:cyan'])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "dict_keys(['aliceblue', 'antiquewhite', 'aqua', 'aquamarine', 'azure', 'beige', 'bisque', 'black', 'blanchedalmond', 'blue', 'blueviolet', 'brown', 'burlywood', 'cadetblue', 'chartreuse', 'chocolate', 'coral', 'cornflowerblue', 'cornsilk', 'crimson', 'cyan', 'darkblue', 'darkcyan', 'darkgoldenrod', 'darkgray', 'darkgreen', 'darkgrey', 'darkkhaki', 'darkmagenta', 'darkolivegreen', 'darkorange', 'darkorchid', 'darkred', 'darksalmon', 'darkseagreen', 'darkslateblue', 'darkslategray', 'darkslategrey', 'darkturquoise', 'darkviolet', 'deeppink', 'deepskyblue', 'dimgray', 'dimgrey', 'dodgerblue', 'firebrick', 'floralwhite', 'forestgreen', 'fuchsia', 'gainsboro', 'ghostwhite', 'gold', 'goldenrod', 'gray', 'green', 'greenyellow', 'grey', 'honeydew', 'hotpink', 'indianred', 'indigo', 'ivory', 'khaki', 'lavender', 'lavenderblush', 'lawngreen', 'lemonchiffon', 'lightblue', 'lightcoral', 'lightcyan', 'lightgoldenrodyellow', 'lightgray', 'lightgreen', 'lightgrey', 'lightpink', 'lightsalmon', 'lightseagreen', 'lightskyblue', 'lightslategray', 'lightslategrey', 'lightsteelblue', 'lightyellow', 'lime', 'limegreen', 'linen', 'magenta', 'maroon', 'mediumaquamarine', 'mediumblue', 'mediumorchid', 'mediumpurple', 'mediumseagreen', 'mediumslateblue', 'mediumspringgreen', 'mediumturquoise', 'mediumvioletred', 'midnightblue', 'mintcream', 'mistyrose', 'moccasin', 'navajowhite', 'navy', 'oldlace', 'olive', 'olivedrab', 'orange', 'orangered', 'orchid', 'palegoldenrod', 'palegreen', 'paleturquoise', 'palevioletred', 'papayawhip', 'peachpuff', 'peru', 'pink', 'plum', 'powderblue', 'purple', 'rebeccapurple', 'red', 'rosybrown', 'royalblue', 'saddlebrown', 'salmon', 'sandybrown', 'seagreen', 'seashell', 'sienna', 'silver', 'skyblue', 'slateblue', 'slategray', 'slategrey', 'snow', 'springgreen', 'steelblue', 'tan', 'teal', 'thistle', 'tomato', 'turquoise', 'violet', 'wheat', 'white', 'whitesmoke', 'yellow', 'yellowgreen'])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\r\n",
    "import sys\r\n",
    "sys.path.append('/home/aistudio/external-libraries')\r\n",
    "import matplotlib as mpl\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import matplotlib.style as mstyle\r\n",
    "import matplotlib.colors as mcolors\r\n",
    "import matplotlib.cm as cm\r\n",
    "import numpy as np\r\n",
    "\r\n",
    "display(mcolors.BASE_COLORS.keys())\r\n",
    "display(mcolors.TABLEAU_COLORS.keys())\r\n",
    "display(mcolors.CSS4_COLORS.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T11:15:50.450756Z",
     "iopub.status.busy": "2021-11-28T11:15:50.449178Z",
     "iopub.status.idle": "2021-11-28T11:15:50.564476Z",
     "shell.execute_reply": "2021-11-28T11:15:50.563905Z",
     "shell.execute_reply.started": "2021-11-28T11:15:50.450716Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rng = np.random.RandomState(202111228)\r\n",
    "plt.scatter(np.linspace(0, 1, 10), rng.randn(10), s=200, color='turquoise')\r\n",
    "\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. 使用colormap设置一组颜色\n",
    "\n",
    "使用 colormap 的方式配置一组颜色，从而在可视化中通过色彩的变化表达更多信息.\n",
    "\n",
    "在matplotlib中，colormap 共有五种类型:（英文原文为[Classes of colormaps](https://matplotlib.org/stable/tutorials/colors/colormaps.html)）\n",
    "\n",
    "1. 顺序（Sequential）。通常使用单一色调，逐渐改变亮度和颜色渐渐增加，用于表示有顺序的信息\n",
    "2. 发散（Diverging）。改变两种不同颜色的亮度和饱和度，这些颜色在中间以不饱和的颜色相遇；当绘制的信息具有关键中间值（例如地形）或数据偏离零时，应使用此值。\n",
    "3. 循环（Cyclic）。改变两种不同颜色的亮度，在中间和开始/结束时以不饱和的颜色相遇。用于在端点处环绕的值，例如相角，风向或一天中的时间。\n",
    "4. 定性（Qualitative）。常是杂色，用来表示没有排序或关系的信息。\n",
    "5. 杂色（Miscellaneous）。一些在特定场景使用的杂色组合，如彩虹，海洋，地形等。\n",
    "\n",
    "详细信息可参考: [matplotlib.colors](https://matplotlib.org/stable/api/colors_api.html)模块下关于ColorMap及其子类的Reference。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:13:09.732048Z",
     "iopub.status.busy": "2021-11-28T12:13:09.731042Z",
     "iopub.status.idle": "2021-11-28T12:13:09.851185Z",
     "shell.execute_reply": "2021-11-28T12:13:09.850356Z",
     "shell.execute_reply.started": "2021-11-28T12:13:09.732006Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lmh/fjIl6KSdxSBTnankltQUE1VdOIjA0Alb33W4raDP+CxemHozKOU3kqiD576RWMdB7e1eWIgEJ2Fg9rQUPOzjzxqZ1ffdoMy0v7MRE3aSHU7ow4J1oS+khYgkLfnsnwZGl2KWBMz+3QjZW2GHmD26ifI7uSi0GOtmpCpK/9QDEkyjQBeD5+DsOwpVzsxZP+MNLaf2/f+xcg9yxsGoqcc4fk9a1o2sPIbaFIcnn2wOrQzJOVmRCFRet/jR1T75zakOQS+VF4xj78YWERudmIlmlrzgSuTHgxcE7NdFk2WAH9ET6gSyW4uEUySb9fnLOG0XJX11H9JFVeLvrIeQQXDaV0G0LkHTfhwH77MRjPycXpSRAuJ+9ZzvsUPOBOdR8oNstIKoIFH4i9z2InfOR0fMTid0JJr7UwFMeTu3+Jdl/HzgzRuJ866aMXzeydOyZCV0RQWzT51ne5xLHonTZxIzHpopDYXdpjemaxDtyY2d76WpAsedOhECS/QzHxppXvKsrrNIgVZ+9EAklnq8dSK1bLmGHqjvnIVoud9Aq7B65n0SSdmNgF/bTUKmTCSMgHIB4cn+o7dmFW+PFO95K+yu7Ma0xAlOHEVw0NrGlv4OK2+bgjCrn5E9XE991HCciuE1xcHuf/ZSQTWjWcIbcvTCbT6EoNB1q5MSeEzghhxFzRuIEB09eKOxnmkxv2/iJnrvuXBhQRATnvRfiPry89/Fvx8a5ZQkSSn2iLxeaH1lD83+vTYx9xz0knKhnXv29m3BqOk8mllw8gZKLJ5x97J92ceSvXwDhTPXDM2xBHIuSSydQ851rBnVvfN+KvTz/zWfZ91otdthJLBUVWHzPBVz5v64mlEr9+CKVsaJZqVi8eLFZtWpV33eMtpHUYGGojxrZqmj5Rxpwn1gBre2dE3rAgYCNc+MirEk1+QuwF+2v7abh3pfP7gY9TcAaXsbwBz7YpWd+Lr8lRuPT22h4cB3uoSbwDVISoPy6qVTdNY/gIC81u+XJzTx6x8O43azlt0M2QyZWc88bnyFSFclDdJnXU9Gswk7k8Rh4fZyRKJJI5GrAMsZgDhzH37wX09KOhANY08cgk2r6TIT5dOzTv8Hd0/32fYk4VH3jakJLxqV0TWPMoCpU1pvGg438y7R7ifeyIcsO2Uy/YQZ3Pv6RHEaWPXmvftgvTqDvRK6rVgY8EUHGDsUaW1xHyLn7Gnq8zbS7xHccSzmRiwjG9Tn5zHbq/2sN8YNN2BUhhvyP2Qz5wBzsioE/jHDayh+/genj/FQv6rH9D9toOtRI+aiKHEWWe4U9sCYCgV6WoVk2WIX9t0gNXqdXoXQrYCOlqXdCTNyj9s+e4NC3XyT6zjH8xijx/Y3U/WQlO9/z38SPNqcRcXFZ+4u3cc8dtuqG2MKWJzbnIKL8KexEDokVKcFIImmfJlYiwQfCOjauClb4qqk9H1ZtIHxp6ksm6/5jNW0bjnSZ/DTtHm59Kwe++mx/Qi1K0aY+Pq2f4kZd2lIsX1BsCj+RQyKJByMQLkt8hUoSCV6TuCpgZXctxKoKwzkrSiTkUHbn+djVJSldz7g+xx9ch2nvoRfqGdo2HiW292R/Qy4qkerkJjCdcIDS4QN7Hq04ErlSRciuijD0vvcSeddMpCQItoUzqZrKr15O2e0LUr6ee6wV00cpAnEs2jYf7W/IRWXxny3FifQ9tGo8n1nvnZ2DiPJHB5iVyiK7KkLlZy6m8jMXp30tCdnd12bvfC+s3sbmB5BFn1jCy9/5U6/3cSIOc94/j5KhA7tHPjj+xdWgZRrb8N7cjr/lICbqIiEH67zR2BdOQyqKa22xMyRCcHwV0Z3He7yPcX1KlqRXjbFYlA4r5cNPfYwHb/o58fY4xuu8giVQEmDkvFG8+8fvzVOEuaOJXA1IJubiProCf/Opuuanzr80gHfkJN5LW7BmjcH5wIVIEW3lHvHFi9j/1We7HSeXsMOQ98/GLhs8S3InLpvMp1Z9npe/+yc2/WpDohyw51MyrJRL/vIyln7qwkGxVb+wNwQp1Q8m5hK/7znMsabeDzB2LGRYOYHPXddnMjfG4Ncex7TFsMYMIb5qL+2/34hf3wIiOBOqCb97Ls75Y9Iva9uH449s4Mi9r4JIIqE7FmILFTdMY/S3r0J6WilTIIzvg0jGNzbFWmO0HGnGDtqUj64YkBuninNnp1L9EP/FK/jvHOr7mDhIHA4xYxSBjy7r8S5+XROt/+c5TEMbxhi8ZjdRQ/zcicewg11TQdk3r8dKtQxvityGNk4+uZXorhM4w0uoumUGwfFVWW0zHV7MZccv17H+3lc4ub0egCGzhjPvr5Yx5fa5WI7dxxUUaCJXg4Q50ULs3qd674mfy7EIfvVmZEjXCTFjDK1ffxz/cCPGN3h9Hc9pW1ijK6n47i1IoDCTU/OGI+z/yUoaVx4A31A6ewRjPrWEyovGZaUXG2+J8fRVP+XE5qO4LZ1fQKc0wPDFY7nhDx/FHiSTtOnoKZEX9mcwpVLkvr499XMvDbivb+v2Jv9AA/7xVjCJM0765Pn4R5uIvbEbvylKfOcxvGNZPBg6BX7cY8s9T7Dull9S9/gWontPEt3fyPHndrDprl+z/tb/xm2KZrzd5Z94jOMbjnRJ4gBuS5yjK/fx+uefyni7g4kmcjWgmM37k1iidw7Px2w60P1t7fHEWLQxmCQva9rjNP3odY595GEavvE09X/2K45/+UncPT2vNsmFbV94muPP7cBvc6HjCg8DfmucprWH2Hj7o33WL0lF66Em9j7xDl5Pm5gAr81lxy/XEh3guy+zSRO5GlBMErU3un1cD2eEWhOHJmqJJ5nbjDG4rQa/OQ5xD9Oa+K+7rY4TX30Kd39Dv+JLV+v2eup/vy2RxHtgoh4tW+poeHl3xtrd89impLKMOBZ7f/dOxtotNCePNbPy9xt5+ZFVrHhqA8cPZ3b3rQ5KqYGlv0vNehjPFscm8qlltPzrn5Iad/fjpsekb9rjNP9iNVX/8+r+xZiGg/+5Gj+Z+Fvi7Pu3lQy5cnJG2o0eb+u1N36aiXtEjw+8Hvm2VbX86nvPs/KpDQSCzpkyxPGoy8LrzuP9X7+OWRen/1prj1wNKNbUkZBqjXJLsKb1fDiFs2AcJV+5tucCWB30ejqhgdiK2owOXSSrcfXBpCeAWzZlbot/ZGQZTqTv05usoE1k5MDaffnED17ka5f/M68/tpZ4u0trYzttTVFaG9uJR11WPrWBb177Q/77fz+ddluayNWAYl86I6mE24llJR7Xi8Dc0Vgjy3u9D9D3EIxvUh/DL2ITb5ud1B8u4xnG3zIzBxHlxrM/fZ2ff+MJoq3xHp+/MRBtjfGrf3yeX9/7fFrtaSJXA4o1ogIZNxTsJHvlliDjqrFG9H3oQOS286GPJXLSx2+UNaw0L8sSKxaP7lKFsSdlc0ZkrN3w0BKmfWQBdi+9cqckwHmfvYBA2cA4FKO5oZUff/5Roq19rVVNiLbGePBvnqL+YEO/29RErgacwIcvhbJI30MslkB5hMBHLkvuuhdPIrhsSq/J3C51ek6YIYeSD56fVFuZNvqTi7CSSORWSYCxn70go21f/MObGX3lJJxuSgc4pUHG3TyDJd+9LqNt5tPzP3+zXxW2n/7JK/1uUxO5GnCkNETwizckeuYBu2tCtyRxQs+4oQS/cD1SmlxPUEQoufsiIh9eggyJQDiQSOohB4I29oQhlH/jWso+dREE7bMJ3RIIOYQvn0Lk+t6HcLKlZOpQht0yA6uXsq8SsimbM4KqZRMz2rYVsLnuyQ9x9SMfpObyiQQrQwQrw4y5birXPn4nVz38QawCLyuQit/+85+S7o2fFm93+d19y+nvBk3d2akGNP/QCbzlW/G3H4aYC0EHa1oN9rIZWKOG9Pu6xje4Ww7jH2kCS3AmD8Uef/ZEe+9IE23PvIO75zjWsFIiN8wkMHVYJp5Sv/lxj21/8TT1z2zDj3ln15ILWJEAZfNrmP3L23AGyBBHPhhjuCXweXwv9bxqORa/PvlPhEt6LnpWnIcvK5Uma9QQrA9emPHriiUEZo+C2aO6vd0eWU7Zx5ZkvN10WAGbmT++heZNRznwk7dofOvUFv1Zwxnz6aVULB0zIAtN5VJi41j/OseWlViW2Fsi74kmcjWgGNdLFLMKOUlXITTGYHYexa9rQsIBrPNGI+G+l8wVq7LZI5jxw5vyHcaAZFkWoZIg7S3JnSfakfENpZX9K7amiVwNCP6Ow7jLN2P21ifGpEWw5k/Auey8bothneZtOkD8oTegLZZYOmgJeD72shk4712Y9ZK0auC55LYFvPjQW/gpLDMVgUU3zMLq5/stI+9SEblBRLaKyA4R+XomrqlUstwXNxJ/5DVM7bHE4lzPB9fDX7Ob2I+fxT/YfY0Tb9MB4ve/BA2tEHUTY+jtiS313itbif/81dw+ETUgvPfLVxEIprbENFQa4ravXtPvNtNO5CJiA/8GvAuYBdwhIrPSva5SyfB3HMZ7bWvX2uCQ2HwTdYn/Yjkm3nnLpfEN8V++3v3jAGIe/vp9+HuOZSFqNZBNnj+W2ZdNJRBObsDDCdqMn1XDnMum9rvNTPTIlwI7jDG7jDEx4BHg1gxcV6k+uS9t6jkZn+b5+Jv2d/qRv+NIovfdm7iP+9KWNCNUg9E3f/NJxk4fSbCPuZZAyGHE+Gr+9x8+l9ZEcyYS+RhgX4fv95/6WScico+IrBKRVXV1dRloVvWXiccxJ09i2tvzHUpaTMzFHEiiNGzMxVu7p/Nj65oSwzC9NmAwhzJbpa4v8doGTj60lhP3vUHDz1bTtnJ/XmqzqPTU72/g8g8sZPysGpygTaikc0IPRQIEQg4XvWc+P1j9NcqHlKTVXs4mO40x9wP3Q2Idea7aVWcZ38ffsR0OH07MrhgD5eVYs+cgwcI/sNc/fALv9Xcwe04VdRpTnXgeydSYjXbufUvIIantdzlavdK+4TAnfvA68R3HE4nb9UFIrKIpCVD58YWUvWeWLg8scPGYyz/d+XNW/34Tnufjez7hSIBgWYipC8cTbYtTUhFm0fXncd0nLqZyWFlG2s1EIj8AjOvw/dhTP1MFxt+1K5HE/Q6z6Scb8detxVq8pKCThL/jEO4TKzudw2l2H026AJUM6fwLY80a0/lwhe6EHJyL+j9umayWl3dT/3cvYKLnDBEZMG1xvLY4J+57k+jWYwz92rKC/nca7P7jL37F6qc3EeswbBdtiRGPurQNLeWHG7+ZlX+/TAytvAVME5FJIhIEbgeezMB1VQYZz4ODBzon8cQt0N4OJ3M7hJAKE/dwn3yry2HKIpJccaygg31B54QsJUHsi6ckttJ3RxKPsxZN7F/QSYptO0b93/2paxI/h2l3aX1+B40Prc1qPKr/mk+08uJ/rSTW1nXuxXd96vaeYOPL27PSdtqJ3BjjAp8DngW2AI8aYzale12VYbEYiezUDWMwra05DScV/vaD9Dh8EujjLWxbyMhKZHzX7fHO+5dizRydOIyi40sTcqAsTPDLN2S9UmHDA6t7PJ3oXKbd5eQv1mBiyRwemhpjDH5fk8aqVztW78UJ9fx+aW+JsvGl7CTyjIyRG2OeBtKvjq6yJxCgx2QogoT7t6MsJ062dOmNnyaWYEJ2YpjEEuiY5II2MrKKwIe6H44Q2yLw51dgdh7FffEdzJGTEAlgXzwNe9FEpL+nDSXJO9FG25v7Ujss2kDry7spvTYzQz4nXqll7w/e5MTyPeAbnIoQoz66gLH3LCZUk5nx28HCCdi9/lvatkWgjzLI/W47K1dVBUccB0aMgCNH6XKKsBOAIf0vIJV1pWFw7B6XGUrYwVo2GxErsTol5iLVZdgXTEUmDO91TFJEkKkjCU4dmaXge9a+9hDiWCn1sE1rnNblmUnkO//uRQ789G38DpX63JNR9v/kLQ7+fA3nP34H5fN7PjlJdTbjwom9Vi+0AzZL3z0vK23r/uNBxJo2HaqrwbLAtsGyIRLBOv/8gp5As2aM6b3Xagz2nPHYiyYT/MRVBD99HYEPXow1cURBPy/TGktsWkqR35R6HY9zHX50Iwf+s3MSPxNXzMNrjLLutkdwm6JptzVYBEIB7vz2zYS6KXoVjAQ4/9qZjO+hyFq6tEc+iIhtY8+di2lrg+ZmCIWgvLygkx2AhALY187He35d1yEWx8a+eh4SLvzlk+eSkmDq54sCVkV6ZWaNMez53iv43UzKdeTHPA7/v42M/eSitNobTG75whUY4/Pwt55O/F4JxKMuy+5YxKd+9MGstauJfBCSSAQikXyHkRJ73kSkPIK3fBPmSAMAMqIKe9ksrMnF+fE/fP4oTJIHIp8mJQFK0jz4oWVLHbG6vie3/dY4Bx9Yo4k8BSLCrV+6mhs/s4wtr+/GjblMXTyeiqHZnW/QRK4Kgom5eJtr8d/ZC3EPGVWNvWAq1tCzZ2lak0ZiTRqJObV2XIr8VBl7SITIReNoW74n+QlPgZLLJ6XVbvxYK5Lk+Z3x+sJdzVTIAqEA866cnrP2NJGrvDPtMeK/fgVa289s8DE7DuLuPoR99QLsyaM73b/YE3hHVXcvpv3N/Zho30sQJexQ+bFFaS+JdKrCSW+kcir1tKBiMHB+I1TR8l7bBC1tnZOLSWxT915Ym/Q662IUnDqUYd++OlEyoBcSdii9YToVd6S/6qFszkjsJI5zsyIONXfNT7s9lX2ayFVeGdfD33mw19Ub/q6DOYwo90ouncjIH95MaN5IJGif3eRkgUQc7BGlDPniJVT/5aUZmZgWS5jw5YuwSnqvIyOWxegPaSIvBjq0ovIr2kcpWdeD5uKu0piM0OyR1Pz4PcT3n6Tt1Vq8hjasSIDQnJGEFo7O+Mqi0XcvpPHtQ9T9bmvXJYi2YIUc5jx0G4Hq4poUH6w0kav8Cgd6r0Lo2FA+eJJJYGwlgduzs2mkIxFh5n03MfTaKdT+8xu0bj2WmAA1MPw9M5nwxYsomTY063GozNBErvJKbBtr+hj8rfu6r0YogjU5O5soBjsRYcR7zmPEe84jfrIdvzVOoDqClYVt5MYYWg824cc8IqPKcAbw4db5oIlc5Y1f14C/fif+/mNdx8gtAcvCuX4xEtC3abYFKsPQzxPce+N7Plv/fSUbvvcq7XUtiC0YA1M+NJ/z/9eVlI6p6Psiqk/6G6JyzrS04f7hrUQxLM9DDJjToyuGRCXCUADnhqVYNdmrAWNaopgjjRjPQypLsEZoUskk3/X447sf4vDyPXjnjMNv/9nb7PnVJm5+4x4qp3etTKlSo4lc5ZRpbsN97JXEJGeHAkOntzOfEXfxnn8Led9lSGlmx8j9vfW4z23E33QgMQYP4PlIdSnOtbOxFk8aUGvV82XDva92m8QBjOsTa2jn+Zse5LZtXyz4MhEdGWPY/NIO3vrtegCWvGces66YmtfnoIlc5YwxBveZlV2SeA93hvY47jMrcW7L3Kk47qvbcB9bnVgNY0gcqXa6ySONxB9diazYRfBTV2a9jO1A5ns+m77/WrdJ/AxjaDvSzJHle6hJc7dqrkRbY3z3uh+xd91B2pujIPDyz1Ywfv5o/udzn+m2YFYuaLdD5Yw5cgKaWvtO4mceYKCxFXO0ISPtu2trE0k87vW8JT7mYfYcI/6z5b2WJFW9O7H+MF4S5Xndlhh7Htucg4gy48EvPcbu1fsSSRwSB2w1R9m9eh8PfunxvMWliVzljL9+V48HRPTI9fDX7Uy7beMb3F+t6rGmeSdxD3/7EUxtfdrtFhvj+T3+AWtcf5gd977Knn9fRexY7zVY3DYXSaayo4F4kZTKjbXFeOXBVcTbu+40jre7vPLgW8Ta0i8x3B/62VHljDl4LKeP68jfdrjvzUcdxT3cP20mePeytNsuBkef2srOb79E6456JGAz8r3nMfXvriI0sgxjDJu+/Af2PrAGE/eRoM2Wrz/PksduZ9iV3Q+JlE2owu/jHFIAO+xQed7wTD+drGg43NTrHyexhJNHmhg+Mffr7zWRq4wzre1422oxB+sSk4jlJVgzJqTeGz8txVKv3fHW1EIShanOMCQmQweB/Q+sYfs3n8dvS7w+JuZx+DebOf7SHi58/ZM0bq5j33+tPXv7qX+P1Xf+mmv3fQWrm0qKpWMqGLZ0LEeW7+mz/WkfXZC5J5NFFcPL8Hp5L3quT/mw/ByPp0MrKqO8TTtxf7ccs7UWTjZDcyvm0DG8V9dCxO7x/OdeZWIFSXM/Pr7HvAE/Tu61u+z4mxfOJOkzXJ94Qxv7/n0Vhx7b0v3Kk7jHyTWHerz2knuvx470vPHHLgkw48+XEBlRHGeDhstCLL51Dnawa/VJO2iz+Na5hJMoRpYNmshVxnjv7MHftAt8P/HVkesl3m0lqZdglUysJe/PagLHLqplcf1xcuX+HkskmKjH4V9vSuz07GZIwfgGu5dT44cvGcvVv70TpyyIU3o2oVtBGzvsMPUj57P0n25I/0nk0N0/+gDDJ1QTKjv7fgqVBRk+oZq7f/T+vMWlQysqI4zr4q/f1nedawECAvEke7qOjTV/Strx2XPG4Kc4vCLTRqTdbsHzTa+fkoxnGHvXXPb8eGXnXrtAcFgJ5XN7P7R6zLVTuePw19j1yAZqH9uMF3UZumAUMz99AeWTCvjA7x6UDy3le+u/xpuPruGNR94G4KLbF3LhBxYQzGPZAU3kKiNM7eHei1+dJgJBK7nVIwAlIWRU+pNH1pyxqQ3RhBycq2en3W6hq1g8BhPv/o+vBG1G3DKDijkjmfW9a9n8V89jBe3EYdelQZY+cWdSn1ickiDT717E9LsHxpFxwXCAZR9ZyrKPLM13KGdoIlcZ4dedSH4yM9nhiqCD864LMlOD27Zwbjn/7Dry3tgWMrISa3rvvc2BwCkLMvErF7Pn+693LmdrCXZpgPGfvQCAiX++hNHvn0P9K7UEKkIMXTZBd78WEE3kg5DxfUxdHaZ2L7S1JTbehMPIuHFIzUjETu8osT4JUBZOLAfsLqkGbAgFcW66AKkszVizzqXTMSda8V7aAj1tVgnYyLAygp+9asCPj5828csXExgSYdc/LsdrjGF8n6pLxjPzn24gVHN2IjJYHWHUrTPzGKnqieRjVn7x4sVm1apVOW9XgWlqwl+zNjEZ6Z2TzE4lcGveXKS6OqXretv34q/Z2vWa3QmHcN5zBWZ/Hf66nYkdn55/qic8BGv+FGTs8KwlUm/jftxn1mMOnew8iedY2JfPxLl61qDcnm98Q6yuBbskgFOuZ3UWIhFZbYxZfO7PB9+7dRAzzS34q9/uOdme+rm/bj3W+fORIclPRlkTR+OveafvO9oW1syJiAgybgTWuMSEojEmZz1ge85Y7Dlj8Q+fxBxsSDzvihKsqSMG9XCBWEJoZHEsBVSdaSIfRPxNm5LrMfs+/oaNWJclf0akBBysWVPwN+/quQ0BggGsKWO73pSHYQyrphJqKnPerlKZpol8kDBNTdDae32MTnwfjh2D4clvn7ZmT8a4LmZbbWJZW8dhO8eGgIM1Zxrei2swjS0ASEUp1uxJyJhhBTsm7Te04q3bj4l5WGOrsGfWFGysmXBy9UFOrjqA2BbVV06idEpqw2wq9zSRDxL+wUNdN+n0xvPw9x/ATiGRiwjO+TMwk8fgba3FHKoD3yClEWT0CPyNu/Hf2NRpdYtpbsM7egKCAZzrliBDylN5WlllYi7tD7yOt6o28WnCGLAspDRE+HNXYE/u+bUxxhBfd4jWJzfi7T8JIYfwZZOIXD8Dq7IwzyBt2XmcdXf+iva9JzGeSWzgMlB1wVjm/fx9ehBzAdPJzkHCW7c+0cNORWkp9oUXpN22Od6I+/QbfS/7C9g4N11cMMm87fvP42053H3cIYeSv7kZa0xVl5v8lhgNf/MHvNoTmI6V8oKJEgUVX1pG+NLJ2Qu8H6JHm3njgvuJN7R3OXZPgjYlU4Zw4fJPJtaRdyPe2E79m/sxnk/VglFEagrj33Cg0cnOwc7qxyReBoYPjDG4LySxdhsSFQdfWI1z2+V5H7rwdh3De+dIz3HHXKK/eZvIX1zV6cfGGBq+9Szurno4d6PNqSWPjf+8HKsyQnBu4RwqXXvfStzmWNezU0kU0Wrf28jR322l5rZZnW5z2+Ks+cLT1P5yHdap7fpeu0vNdVNZ8h+3Ei6SOirFbvBO0Q8yUlmZWjIXgaqqtNs1R05Aewo1mtuimKMn0m43XfGXt0G8l+38Brz1+zGxzveJbzyMu+d41yTeUdSj+WcrMxRpZhx8cC2ml4MgvJYY+/6z86doL+by0lUPsOeX6/DaXeIno8RPRvGjHof+sJ3nlvyEaH0K8zKq39JK5CLyfhHZJCK+iHTp7qvCIaNqUnyAYI3rurokVf6WPamVr3U9/C21abebLlPf3PMpQqeJYNo6VwVs/d2mpOq5uLUn8A43phFhZrlJHO4Qq2vp9P3eRzbSsPEIfjcHLZi4T/RIC1u+90rGYlQ9S7dHvhF4H7A8A7GoLJJAAEaNSq5XbllQVYWUlKTdrmlMvUfWn8dkkmmL4dUeT+KOBjmnqqJ3oLHvPwCAOBbekeb+xecb2jYdofm1WtrWHz5THzwdgaF9/1uHx1d1+n7r91/Da+n5sA4/5rHz31dhUplkV/2S1hi5MWYL5GcNsEqdNX0afmsrnDzZ8woWy4JIBGvunMw02p+3Rh7fTsYY2v7lBWhNon65Y3WZR5BQ8r9SqdwXEsewHX9oHfUPrMFviydOqzEGHIvqu+Yz9O5FPU5G9mXcPYvZ/X9e7bZ3DSTqrnxqSaeftexp6PO6ftQl3hglWKUrXrJJx8gHEbGsxI7N8eMS2/E71lSxrMTXqBqsJYsRJzPz4DK0IrVJUwEZmr9NOv7OOvw99eAl0a32Dd7bezv9KHT5ZEgmQYvgTEm+qqNxffZ99inq7luBV9+KaY3jN8fwW+L4J6PU/3Q1tR/7TY+JuC/jPrmI4MhSJNA1JVhhh4qFoxl2Tedywh1rjPcYt296PVxCZUafiVxE/igiG7v5ujWVhkTkHhFZJSKr6urq+h+xSotYFtaUKVjLLsM67zxk8iRk0kRk5gysZZdhz5yZ0aJZ9nkTuz2UoEeWhT1rQsbaT1XsmY0QSzIZxjxiv9/Q6UeRa6b3/YkiaBO5+TwkkPzrXPdvK2h9+2Dn5YwdmKhHdHs9h//+paSv2VGgMswFf/o4Q6+ajBWyscuD2OUhrLDDqDvmsvA3t3c5r3LCXfP6/AQw4spJ2Cl+8lCp6/MVNsZck4mGjDH3A/dDYh15Jq6p+k8sC0aOyPoohlRXIEPKMccbu13a1vnOkrh/Vf7WIPvbjyY1xn3m/vs6j6VbpUEqv34VJ//hBeju8OGgjTN1KKW3J39OpR91OfHw+h6T+Gkm6tH47HZGfvVS7Mpw0tc/E9qwUhY8+kHaDzXRtPYQ2BZVF4wl0MO1pn/+Inb++yr8Hla72JEAc/72ypTjUKnToRWVdfbViyAU7H2IRQQiwcR988j0dcLRuXzT5VzP0OJxDPnuTQTm1iTK4pYEkEgAKQtS8j/mMeQ7N6bUG295bW/y8waW0PjcjhSeQFfhUeUMf9d0hl83tcckDlAyrpLLn/0ogcowToejz+xIADvisPTn72XYRePTikUlJ63PPCLyXuCHwHDg9yKy1hhzfUYiUwOGlIRxbr0U76U1mLqGxATd6d65JYme+Igh2Jefj0TyWz5VKiKYlhTWvZcGu53sD8wYzpB/uAmvvgX/aHNi1+qk6n5VV4wfbe7xFJ9zmTaX+NH+rYbpj2EXjuPdB/6SvQ9vYP9vt2BcnxFXTWLy3YsIJbESRmVGuqtWHgcez1AsagCTSAjnXRdimlrx3tkLDU2JG4aUY88Yj5QXxi994OqZxB5dndw4uW0RuGxa73cZWoo9NL3DMaywA3aSXXJbsHI8ueiUBJn8iUVM/sTAOMqtGOkshMopKS/BWVK4p8wELplC7Ferk7uzJQSuzv5zKb1wXHKraAAJ2JRdrMMZg42OkSvVgUSChD9zRaLAVW+CNsG7lmINz/7EbKCmnMiCUUmt/gmOrSA8M/mKlWpg0ESu1Dmc+WMJ/8XVSEUYwud8aA07UBIg9PFLCF4xI2cxjfrWlVilgV4nPSUSYPR3r81ZTKpwaBlbpXpgfB9vw0Hir+/ENLUjJUGcpRNxFk5AnNz3gaK7T7Dv80/h1rVi2uNnlklaJQGssiBjf3ATkVkjch6Xyh0tY6tUisSycOaPxZmffvGwTAhNGsKU332ItjWHOPm7d3DrWrCrIlTcNJ3SC8Z12bCjBg9N5EoVERGhZOFoShaOzncoqoDoGLlSShU5TeRKKVXkNJErpVSR00SulFJFThO5UkoVOU3kSilV5HT5ocoa0x7F33MI09gCloVVXYGMr0GczB1coZTSRK6ywLTH8FZsxByoS2wpP1Xj23NsWLkJmT4e+/zpicMtlFJp00SuMsq0RXGffg3aY4m64x25iZNkzNZavOON2Fct1mSuVAbob5HKKPfFVd0n8Y48H1N3Am/tttwFptQApolcZYx/rAFOtvSexE/zfMy2vRi3+/MelVLJ00SuMsZ/Zw/4qSVmU3soO8EoNYhoIlcZY+pPpnQCPa6Hf6Ixa/EoNVhoIleZ05/a9qmeWq+U6kITucoYKU3xAGXLKphDl5UqZprIVcZYMydAipt9rEljshSNUoOHJnKVMTJmONhJvqVEkFHDkEgou0EpNQhoIlcZI5aFfcWivpO5CISD2BfNyU1gSg1wmshVRlnDh2BfsxRCge6HWRwbKstw3nUxEtbeuFKZoFv0VcZZw4cgt12F2X8Uf2stprkNLEGGVGDNmoQMrUREDwpWKlM0kausEMtCxtdgja/JdyhKDXg6tKKUUkVOE7lSShU5TeRKKVXkNJErpVSR00SulFJFThO5UkoVOU3kSilV5NJK5CJyr4i8IyLrReRxEanKUFxKKaWSlG6P/HlgjjFmHrAN+Eb6ISmllEpFWoncGPOcMcY99e2bwNj0Q1JKKZWKTI6R3w0809ONInKPiKwSkVV1dXUZbFYppQa3PmutiMgfge4KZnzTGPPEqft8E3CBh3q6jjHmfuB+gMWLF/fjTDCllFLd6TORG2Ou6e12EfkYcDNwtTH9ObRRKaVUOtKqfigiNwB/BVxujGnNTEhKKaVSke4Y+X1AOfC8iKwVkZ9kICallFIpSKtHboyZmqlAlDLGYPYfw3t7B+bICfANhANY543HnjsRKQnnO0SlCpIeLKEKgmluI/7b16G5DeLe2RviLv7q7firt2MtnYG9aJqeLqTUOTSRq7wzrVHi/+9laItBd/Plng+A/9Y28A3O0hk5jlCpwqa1VlTeuS+ug/YekninO3r4q7fh1zfmJjClioQmcpVXpjWKqT2SGA9Phufjr92Z3aCUKjKayFVe+dv2p/YAA/7W/Rjfz05AShUhTeQqr0xD85kx8JRE45kPRqkipYlc5ZfVzxUounJFqTM0kau8kqGVELBTe5BtQSiQnYCUKkKayFVeWdPGQCoVemwLa+4kXUuuVAeayFVeSdDBmjku0ctO6gGCPXdSdoNSqshoIld5Z182B6rL+07mjo19zQKkPJKbwJQqEprIVd6JYxO47VJk4shEMj83oQccCAdwbliMPW1MfoJUqoDpFn1VECTgELhxKaa5DW/9bsyBY4lliaVh7NkTkIkjEUv7HUp1RxO5KihSFsG5eFa+w1CqqGgXRymlipwmcqWUKnKSj2M2RaQOqM15w90bBhzLdxAFRF+Ps/S1OEtfi7Py+VpMMMYMP/eHeUnkhUREVhljFuc7jkKhr8dZ+lqcpa/FWYX4WujQilJKFTlN5EopVeQ0kcP9+Q6gwOjrcZa+Fmfpa3FWwb0Wg36MXCmlip32yJVSqshpIldKqSKniRwQkXtF5B0RWS8ij4tIVb5jyhcReb+IbBIRX0QKaolVrojIDSKyVUR2iMjX8x1PPonIz0TkqIhszHcs+SYi40TkRRHZfOp35Av5juk0TeQJzwNzjDHzgG3AN/IcTz5tBN4HLM93IPkgIjbwb8C7gFnAHSIymIu//By4Id9BFAgX+IoxZhZwIfDZQnlvaCIHjDHPGWPcU9++CYzNZzz5ZIzZYozZmu848mgpsMMYs8sYEwMeAW7Nc0x5Y4xZDhzPdxyFwBhzyBjz9qn/bwK2AAVRV1kTeVd3A8/kOwiVN2OAfR2+30+B/LKqwiEiE4EFwIo8hwIMojK2IvJHoKabm75pjHni1H2+SeLj00O5jC3XknktlFLdE5Ey4DfAF40xjfmOBwZRIjfGXNPb7SLyMeBm4GozwBfX9/VaDHIHgHEdvh976mdKISIBEkn8IWPMY/mO5zQdWiGxSgH4K+DdxpjWfMej8uotYJqITBKRIHA78GSeY1IFQEQE+CmwxRjz/XzH05Em8oT7gHLgeRFZKyI/yXdA+SIi7xWR/cBFwO9F5Nl8x5RLpya9Pwc8S2Iy61FjzKb8RpU/IvIw8AYwQ0T2i8gn8h1THl0CfBi46lSeWCsiN+Y7KNAt+kopVfS0R66UUkVOE7lSShU5TeRKKVXkNJErpVSR00SulFJFThO5UkoVOU3kSilV5P4/fzXrMlG+EeUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\r\n",
    "import sys\r\n",
    "sys.path.append('/home/aistudio/external-libraries')\r\n",
    "import matplotlib as mpl\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import matplotlib.style as mstyle\r\n",
    "import matplotlib.colors as mcolors\r\n",
    "import matplotlib.cm as cm\r\n",
    "import numpy as np\r\n",
    "\r\n",
    "rng = np.random.RandomState(202111228)\r\n",
    "x = rng.randn(50)\r\n",
    "y = rng.randn(50)\r\n",
    "\r\n",
    "fig, ax = plt.subplots()\r\n",
    "ax.scatter(x, y, c=x, s=rng.randint(30, 200, 50), cmap='RdPu')\r\n",
    "\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install --upgrade seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:36:22.611247Z",
     "iopub.status.busy": "2021-11-28T12:36:22.610825Z",
     "iopub.status.idle": "2021-11-28T12:36:22.851719Z",
     "shell.execute_reply": "2021-11-28T12:36:22.851112Z",
     "shell.execute_reply.started": "2021-11-28T12:36:22.611212Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seaborn 0.11.2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x302.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展示一个偏态数据的例子\r\n",
    "# 生产数据常常是右偏居多，此时发现由于数据有明显偏斜，导致使用colormap时无法看出显示较好的区分度\r\n",
    "import seaborn as sns\r\n",
    "from scipy.stats import skewnorm\r\n",
    "\r\n",
    "print(\"seaborn\", sns.__version__)\r\n",
    "rng = np.random.RandomState(202111228)\r\n",
    "x = skewnorm.rvs(20, size=50, random_state=rng)\r\n",
    "y = rng.randn(50)\r\n",
    "fig = plt.figure(figsize=(8, 4.2))\r\n",
    "ax1 = fig.add_subplot(121)\r\n",
    "sns.histplot(x=x, kde=True, ax=ax1)\r\n",
    "\r\n",
    "ax2 = fig.add_subplot(122)\r\n",
    "ax2.scatter(x, y, c=x, cmap='PuBu')\r\n",
    "\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:39:19.898198Z",
     "iopub.status.busy": "2021-11-28T12:39:19.897070Z",
     "iopub.status.idle": "2021-11-28T12:39:20.185871Z",
     "shell.execute_reply": "2021-11-28T12:39:20.185097Z",
     "shell.execute_reply.started": "2021-11-28T12:39:19.898144Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x302.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用对数后再绘制散点图，结果左偏了。\r\n",
    "x_norm = np.log10(x)\r\n",
    "fig = plt.figure(figsize=(8, 4.2))\r\n",
    "ax1 = fig.add_subplot(121)\r\n",
    "sns.histplot(x=x_norm, kde=True, ax=ax1)\r\n",
    "\r\n",
    "ax2 = fig.add_subplot(122)\r\n",
    "ax2.scatter(x_norm, y, c=x_norm, cmap='PuBu')\r\n",
    "\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三、总结\n",
    "\n",
    "学习了Matplotlib中的样式以及自定义样式（了解一点，具体还有些不会），以前只知道`plt.style.use(样式)`，学习了colormap，现在还不知道colormap具体在哪些地方，以前在cnn的featuremap可视化用过，在散点图中利用colormap的color和散点的size来表示信息用过。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四、参考\n",
    "1. [第五回：样式色彩秀芳华](https://gitee.com/datawhalechina/fantastic-matplotlib/blob/main/%E7%AC%AC%E4%BA%94%E5%9B%9E%EF%BC%9A%E6%A0%B7%E5%BC%8F%E8%89%B2%E5%BD%A9%E7%A7%80%E8%8A%B3%E5%8D%8E.ipynb)\n",
    "2. [matplotlib tutorials](https://matplotlib.org/stable/tutorials/index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 五、作业\n",
    "\n",
    "### 1. 查阅matplotlib官网，列举出`Sequential`、`Diverging`、`Cyclic`、`Qualitative`、`Miscellaneous`分别有哪些内置的`colormap`，并以代码绘图的形式展现出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T11:55:33.605535Z",
     "iopub.status.busy": "2021-11-28T11:55:33.604568Z",
     "iopub.status.idle": "2021-11-28T11:55:33.613454Z",
     "shell.execute_reply": "2021-11-28T11:55:33.612655Z",
     "shell.execute_reply.started": "2021-11-28T11:55:33.605497Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\r\n",
    "import sys\r\n",
    "sys.path.append('/home/aistudio/external-libraries')\r\n",
    "import matplotlib as mpl\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import matplotlib.style as mstyle\r\n",
    "import matplotlib.colors as mcolors\r\n",
    "import matplotlib.cm as cm\r\n",
    "import numpy as np\r\n",
    "\r\n",
    "x = np.linspace(0, 1, 256)\r\n",
    "x = np.vstack((x, x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Sequential**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:02:00.988039Z",
     "iopub.status.busy": "2021-11-28T12:02:00.987280Z",
     "iopub.status.idle": "2021-11-28T12:02:03.812629Z",
     "shell.execute_reply": "2021-11-28T12:02:03.811910Z",
     "shell.execute_reply.started": "2021-11-28T12:02:00.988005Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x713.952 with 39 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Sequential = ['viridis', 'plasma', 'inferno', 'magma', 'cividis', \r\n",
    "    'Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds', 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu', 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn',\r\n",
    "    'binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink', 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia', 'hot', 'afmhot', 'gist_heat', 'copper'\r\n",
    "]\r\n",
    "nrows = len(Sequential)\r\n",
    "figh = 0.35 + 0.15 + (nrows + (nrows - 1) * 0.1) * 0.22\r\n",
    "fig, axes = plt.subplots(nrows=nrows, figsize=(6.4, figh), subplot_kw=dict(xticks=[], yticks=[]))\r\n",
    "fig.subplots_adjust(top=1 - 0.35 / figh, bottom=0.15 / figh, left=0.2, right=0.99)\r\n",
    "axes[0].set_title('Sequential colormaps', fontsize=14)\r\n",
    "for ax, name in zip(axes.ravel(), Sequential):\r\n",
    "    ax.imshow(x, aspect='auto', cmap=plt.get_cmap(name))\r\n",
    "    ax.text(-0.01, 0.5, name, va='center', ha='right', fontsize=10, transform=ax.transAxes)\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Diverging**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:02:03.825257Z",
     "iopub.status.busy": "2021-11-28T12:02:03.824597Z",
     "iopub.status.idle": "2021-11-28T12:02:04.269274Z",
     "shell.execute_reply": "2021-11-28T12:02:04.268575Z",
     "shell.execute_reply.started": "2021-11-28T12:02:03.825212Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PuIwxxpg+vHEZY4xZKrxxGWOMWSq2lJCkFZCNMWZpsAKyMcaYzYEvFRpjjFkqttTbJfbeprjuXi1F4cyvATs0FWs1w9aXe1acchXdhipxs4K83xT2HVhPrkrc7jfUgNUc21D9bcsk5+q92rXY3txNOeNujlZsj4+2snPfeLpz5XGaOa5/zq6tnXsFKeR+SeX+sX1zD8wxS/O4JT7biWxfe+kTpR2K74yNdnS/Wm9TgTjPN6yA3MjXVi0eUN5tKhh31Y0bNTXUg3vmrQU5c1Xg6K+342utu6Gq3CM9PFEvnuVruKLha5pn+RrFdebq/jC0vuOxSl9fv2NL7auvJXbstALydfcSD7zdNgpNhGerdjFtjyYquXTiRrUCrmaMa9n7xuX5p/MVmervVA24aCkFF4UyFeWmUnBfv5p3hq8zV4GSYrNGo0m7yNq1vRhVPz4qRmg09RV5vxihFNe1jybq0BpN46rcWVyRza2sPo2gGCEV01hl41r2PAdZjnbuWTnqdiBQfcGi6Gmn/krtmTlWl6/+v3wJlDFVQC6TPaJSLE4Cs412rWYMUEbtm36oTfORxUXL18wdkCkAx1RROKbKyJU9GnFtX9UuKVtxHV8+rpFvGjcuM1+mItzXnigFj2fHNfrjGb6edlu9uFyhPeiL2P0cE1XmgLKsvgAia5fR7Pf5qoTVV2S+9phJP/M1xpSV78yvMoQvFRpjjFkq5i1rUisenyXpPyXdey2xku4u6WRJ/5V8J0m6w55ZhTHGmD3JvC8V1m+DR9IvAH8BPCAPkLQtInYOxUq6KfCPwK9HxH8k/32BW9PS+TLGGLP8zHvjyrkecBmApCOAP0/9g4H/MxQLPA04rt60ACLiMxtcqzHGmDkx742rFo7cBzgQODLz3QU4LCK+uULsocBxe6RaY4wxc2feD2fUgpIHAw8G3qnpM9FfyDatlWInSPq8pC9Lev3Gl2+MMWZPM++Na0JEnAr8BFC/4uOKVca21ZHvAfwpcP0NK9YYY8zcWJiNS9LBwAj4/i7Gvhk4qvVEotWRjTFmk7Io97igeg3Ab0TEuOcK4GAs8D1JjwFeIelmwMXApcCLN7RyY4wxc2GuG1dEjAbsJwMnryY2+T5H6zF6Y4wxm5OFuVRojDHGrAZvXMYYY5aKLaXHZSFJY4xZGiwkaYwxZnPgS4XGGGOWink/Dr9H2Xe74gZ7q6Ph15DmG/KJjmzfkK+tV7iWHH3CkO1a+8Y019IWo6RDZ71DYo4t4cimMGVX6LEpcDlLVLL2DQhRdorUyv3dHpP92/hmdtfUjO/miEb+GeOGhC4n9j6BynyOLh39vk6jaejV9+sdEx1dwVnxfVd12sKIfTqCk5kG9QyjW3OPQOUkRY8oJNGtrykkOTzXUFyj5JbQZaO+9jHq1WJM+Vr9aUz0HrvGmqI1X6u+ZjPvNxOv5O/L0T1uQ6KY0RoH13IlO+NaC0neYG/x5MP3plA0hSSH2sUMX55jZlxXPHLQlwlOKhd61JAPikz4Uil2Mq6YbhhVv55bE53ComfMRFgxF3DsaRdFV3BSxbZObNGXY9QSiCy29cfV7dRH26btYgQaQZF+jJXHZfZJXE+O3F5sG86R2VVsIygqW2UgsjYaUR/gyNpoRLC6uK59NBgX9QYWU3HHCIgya0cmHpl9WOdxZbLnSsBl1o4ya7fnarQroUSocg+2I6ZzlwPtFDMrXz33YI6yzjEVcWy0x017ORlXUo6zdtlst8c1cswYN6l9nMWNSyJrT+1BDMY1c0RrXF1frDYuiUpG1GsZd9r1OiPG2ZrzuLLha7bL3pz5uGm75OsMvyvdlwqNMcYsFXPfuDKByHMlvU/SzNc1SdpL0uskfT0JR/6rpJ/eU/UaY4yZL3PfuJi+9f0w4FrgKSvEvwzYH7hdRNwW+BfgA+03xatiEdZnjDFmHVm0D/ZTgNtIOkLSibVR0pskHZXOxp4EHJ3eU0hEvAO4BjhS0kGSvirpncC5wM3nsAZjjDEbyMJsXJK2AQ8BzpkRdhvgWxHxvy37aVSCkgC3Bd4SEYdGhP/Y2BhjNhmLsHHVb30/DfgW8PbdzHdheumuMcaYTcgiPA5/VUQcnhsk7aS5qe6T/j0fuIWk/SPix5n/Z4H60uKgAKUxxpjlZxHOuPq4EDhE0t6SbgA8ECAirgCOA/5Sqv5wRtITqYQjPzmnWo0xxuxBFuGMq0NEfFvSP1I9YPFN4IzM/cfAq4GvSSqBrwAPj4gYEKA0xhiziZj7xhUR+w3YnwM8p8d+DfD09NX2XQActs4lGmOMWSAW9VKhMcYY04s3LmOMMUuFNy5jjDFLxZYSkrQCsjHGLA1WQDbGGLM58KVCY4wxS8XcH4ffk+yjUezPto6G7JACcuXTDN/wuGlbDWHbjsbugARy266Bydr2pmDvjLheId62fVqT2gq9jW5b/bht66tPDV87f1NIeEixeFpLlqW3pkGF4T7F544SMgPK0GqHZbYZ9TbCVxHX/83qzTfrCsqQb5YC8FrtuzPXWm1rmXM9fOudY1fHzBq7mri11LER49q2nTt3UpalFZD3ZxuP5EAKYJQOx0ia2R6lD42+9tC4+jR2pbhRrmw8KlByqhDFqMqikShGmviKUTFRQK58rbiiGPZN8hcUdXuUt5XyFxOf6hzFtF3HTHytuGoto844jQqKVu5Z+adxuUpxMVFHphh1+vU4Rrli8SjJRbf69ZjRcL46Lldh1iipEE9lpFvt0WxflbCqtc+X21Ws7JsoIEemNhuND6yVfFArzzZ9a82X+2a123MPtdczR1mWM9vrEbeaHOPxuNNfS1zta8e17SvF1bnr49bXrudeqZ0f+7Ue30suuYQhfKnQGGPMUjG3jaulfPzB9E7CvrhjJT0qtbdJellSPj4zfT1/jxZujDFmrszzjCtXPv4B8NRVjHkJ8FPAHdIb5e8HbN+4Eo0xxiwai3KP61TgjgCq7oK/Efi/wLeBa5N9X+B3gIMi4mqAJG1yTPK/GPhBRLwu9V8KXBwRr9+TCzHGGLOxzP0eV5IneSBwQjI9HLgdcAjwRODeyV6rH/+4k6Ti71I8kgrgscDxG1S2McaYOTHPjatWPv4ecFPgY8l+f+A9ETGOiO8yoLMl6UnpHte3Jd08vRn++5LuDPw8cEZEfH/DV2GMMWaPMvd7XMAtqZ7nXeke19dJ6scAEfGONP5HQHpWmL8FjgKeRHUGZowxZpMx90uFEXEl8AzgDyVtAz4NPEbSSNKBwM9lcW8H3iRpH5hcZtwrS/fPwIOBuwEf2XOrMMYYs6dYiIczIuIMSWcDj6O6L3UkcB7wLaoHN2qeD/w5cK6kHwNXAccB3015rpX0KeCHETHeg0swxhizh5jbxtVWPo6IX866TxsYswN4XvrqkB7KuCfw6HUq0xhjzIIx90uF64WkQ6jug30iIv5r3vUYY4zZGBbiUuF6EBHnAbeadx3GGGM2lk1zxmWMMWZrsKWEJK2AbIwxS4MVkI0xxmwONs09rtVgIckszkKSA3G5bSUhySxfMkVbKLL1fR2cu+NrNYbEJIG+Xz3btmgZh35dbf8eGz29dq7e+RpzxYC9HR8D9n5bM/Os3M287doa/VX5qnn7fEGQ/jeds+Xrr6VZfON45sKL3dDehfeN75uqcvcfgKrepq9RSWMR+c9Ge0xe1C74rr2c2Hm1hSQtJGkhyUa/HrMGIcmQmoKOqR11O/PFZEMspvOqmMa2cnTGZOP6xtT/dy+zz5Iyph9IJdVnSZl9gJX150WPvf7cKbMP7v58KQfRyBfAOBnKCMYTUUGm7QjGAWWKG0dM6ujas3HldK56zHSuVv6SRg113Lhstne27FNfOTimb1x/joF2BGUZROpHGZM1R0ztdUxE3mc6JnYhR3Y8eseUJVGOiTKJQmbtMrWnvpIYd+OiFVfmvnE7x6x2yc6v1q+v7eKHM4wxxiwVyyYkebKkr6ZxX5b05D1atDHGmLkz95fs7qKQJMDj08t17wO8QtJeK8QbY4zZRCzKpcJTgZsBqOJN6czq48BNBsbsB1wBjNO4y2uHpEdJOnZjSzbGGDMP5v5wRiYk+fZkyoUkb0r1st1couTdkq4Bbgs80y/TNcaYrcUyCkk+PiLuCNwCeLakW+6pgo0xxsyfud/jYvVCkg0i4hLgP4F71KbMvc96FGiMMWbxmPs9rtUKSbaRtC9wZ+D8ZLpI0u2TtMnD90Dpxhhj5sDc73HBLglJQnWP6ypgb+DYiDg92Z8HnAhcApxG9fCGMcaYTcayCUkeMSPf+4H3r0txxhhjFpa5Xyo0xhhjdgVvXMYYY5YKb1zGGGOWii2lx2UhSWOMWRosJGmMMWZz4EuFxhhjloqF+DuuPcX+GsWN2Q4MiOFmfa3kG4hti90OqSR3hXGH1Yr7xtaNQWHcthpynqsTO8nWY+9ZWEt5uJtvpQPXzbGmOnblALfVhmcpGvfKWa9OAbkb2y56FT9EQ7Wsoo7oi0MtVV3NHNNVcQaiL3cd35NzQKW4owDc64u2qaPMnMf1+7J2tLIOKAj3zTUd01UhbmgFd3K2q2yPoakoHLTqa60tPzZtleMeX7Pk6BEYjp64VvGdXK0F5PlXkWOy3u43p7WO6j/XXvt9du643ArIN2Y7L+GWSJkAbjG7ncSG+31D47TKuIKpmnGhprLxpF10fL1xhVq+opG7GA3kKHJl5KSaXC8gi6vkmqe5KTSRkVbWplZhrvtZ/ma76ObPFJob44sVvmGzvkm7HLfyD4eKoto0+tSLi1oBWcO+iT2ba0gNeTVzpQsnQUEZ03bEKGsXlJO4EdGIq9plGhN1XD6mZa/mGnVyBJUvVx+uFYu77dk+SGrIu5mjVkYuM0XgSTuzj5OicFnXPiuuzPK34sZla67eOCjHZX9NZVCOc4XistdXKxtPfWXDl4+Jxrj+eWOclJHTNy/KILI6opKmHvZVCad5Us7JmGTPxw3NRRl85dxXMIQvFRpjjFkqNmTj2lV1Y0kvlfSKzH5LSd+QdIOkenzXZL9A0jkp9zmSHrYR9RtjjFlcNuqMa1fVjV8C/Kqk26f+64E/jYgf9sT+XHqr/KOAN6xTvcYYY5aEPXGpcEV144i4CjgaeLOkhwL7R8S7V8h7PeCylPcgSefWDknPlnTM+i/FGGPMvNnQhzN2Rd04Ij4k6beA44D7zkj7KUkCbgX82gaVbowxZkHZqI2rVje+GfBletSNge9Kaqsbvxm4TkR8dUbun4uISyXdGviEpJPXt3RjjDGLzIbe42LX1Y3L9LUiEXE+cBHV2dtOmmuxArIxxmxSNvQe11rVjVeDpJsAP0P17sGLgJtIOkDS3sAv7X71xhhjFpEN/wPkXVQ3Xg2fkjQGtgPPi4iLACS9GPgC8B3gK+tRuzHGmMVjQzautagbp7iTgZNbtiOy9kEzxr4BPx5vjDGbHr85wxhjzFLhjcsYY8xS4Y3LGGPMUrGlhCStgGyMMUuDFZCNMcZsDnyp0BhjzFKxpYQkrYCsTr3NdaxSebilXtzNt9KB6+ZYUx27pHLcGpwfnF3J2WtTM99grAbss+LaOWf5WmrDDRXdtid62w313ey/vdm7srfdcW2l4FZ5fWrH3dq72fNS23V1VtAnxtuoIbf3KAy32/3ivv2xmaFrn1Y+nKurrtytfbrOWTU1VI974/oUimf4sgTRie/x9Uw86AP48TXEVTusgGwF5M2igNw+wBr2pRy9/VXl647RROV4lgLyLMXizL4qBeRV5ANKSiKqN6aVURJk7SgpU7/TTmOCchLbydeTezKulS/3NZWIy6wdVZ/Y7bhGn+a4uj3O1JErVeW6PVU8rtWWJ2K+Qdbu2ieKyO18jXGVrZuvUlKufVWbrN20jydz5b7Uz32TtXTtk3EN3zR3GUmhuFYv7mlP+rHKuJ4xs8ZN2gH800Two8O6XyrcQBHJ/SS9VdL5kv5T0umSfme96zfGGLPYbMQ9ro0SkfxbKv2t20bEXYAHAzdav7KNMcYsAxv9cMa6iEgmCZO7Ay+IdL0iIi6JiFck/xHp7Oz9kr4i6d1Js8sYY8wmY8M2rkxE8oRkejhTEcknAveuYyPiQ1RnU8cBv9+T7lDgrHrTGuDOwDNT/lsB99m9FRhjjFlENmLjqkUkv0elctwRkYyI7wJ9IpJfXEFEEgBJz0/30b6bmb8QEf+dNrczgYN2bxnGGGMWkQ27x8X6ikieB9xJqh6hioiXpjmul8Vck7XHbLEnJo0xZquwYZcK11NEMiK+DpwGvCRdgkTSPnT+aMYYY8xmZ0PPStZZRPK3gVcBX5f0feAq4DnrWK4xxpglYN03rg0Ukfxf4HdXMzYiBucxxhiz3PhdhcYYY5YKb1zGGGOWCm9cxhhjlootpcdlIUljjFkaLCRpjDFmc+BLhcYYY5aKLfV2if21VxzAPoOCkd12Ju7YE9enHagssB7epxHYp6M4S2ewqaMYq4rv1hddX09NTfvKIpDdcQNihzNyNOvos/fksJBkd76O/GNPb1gRcHBcJ2v0Wgds+byNn+DZAoypUbXViVlxfLTm6hnXN+dgzhlzrU1Isr1OdQKjx9cWbYyY/gz0aXvWx6JP7DE/Tu0EauVSa6BmjFHPZBPb5GMoGrWo0Q4uv+pSrr7mx70vmdhSG9cB7MOLdLekD1gdj2KUtQsokoDhKLWneoOiGE3bo4Fx7faoNa7RbukIFkVM2srbipbeYDeuSHFTvcF8TEzyrDRXUWAhyaUTkqw/oMvJ1lMJOjbbMRF7zNtZHGXLl7WJiZBk3W6Pq9vQFF0s0wfjOGtXooqaCDCWoWyMMmFGdXOgLHcVs5q5+gQimyKQrX65yriefLPGTdY7hrJMNZaiHGftln1W3MTXjksv0Kvtw3Hp52cMRRkUqeCiDDSetosyUOYrkmpl1z7NoTzfOJr9FNuJS+2TTn4hQ/hSoTHGmKVitzeu9Kb2L0k6O72x/R7rUVjK/SdrHDdRTjbGGLO52K2NS9K9gF8C7hIRdwQeBHx7PQpL9G5cSZTSZ4vGGLMF2d0P/wOBSyPiGoCIuDQivivpAkmvlHSOpC9Iug2ApBtL+idJX0xf90n2/SS9I8WfLemRkl5O0vZKisYHJfXkdwLnAjeX9FZJp6Uzvj/bzbUYY4xZAnZ34/oo1QbyNUlvkfSAzPejiLgD8Cbgdcn2euC1EXE34JHA3yb7n9bx6cztkxHxPJK2V0Q8PsXdFnhLRBwaERcCz4+IuwJ3BB4g6Y67uR5jjDELzm49VRgRl0v6WeB+VPpa75X0vOR+T/bva1P7QcAhmj76ez1J+yX7Y7O8lw1MeWFEfC7r/5qkJ6d1HAgcApy9O2syxhiz2Oz24/ARMaaSFDlZ0jnAb9SuPCz9WwD3jIir8xzq+1uZfq7IxvwM8GzgbhFxmaRjgX12tX5jjDHLxe4+nHE7SbfNTIczfRfgY7J/a9HIjwJPz8YfnpofA56a2W+YmjskbR+Y/npUG9mPJN0UeMjaVmGMMWaZ2N17XPsBx0k6LykdHwIck3w3TLY/AI5OtmcAd00PYJwHPCXZX5Liz5V0FtVlR4C3AWdLend74og4CzgD+Arw98Bnd3MtxhhjloDdvcd1OnDvtj1d+ntVRDy3FX8p0zOx3H4500uMuf25QJ7jsJb/qIG6jlixeGOMMUuJ/xbKGGPMUrEh7yqMiIM2Iq8xxhjjMy5jjDFLxZYSkrQCsjHGLA1WQDbGGLM58KVCY4wxS8WWEpLcvtf1Y+99f5KksVvRUtdtiuFOe2r1m92mKq06KrVrydEMaov0Tpt9ysB13qG5dj2uXyi4L2FXk3foxSiD9lZJq87XFzwxTSVbh97T0v+t6L8iMfz9GL6C0eebriVasTlDvp58ffNHriE8PBaiqXo7FBcxO1fHn8VFq99T56rHtFV5Z+SIdo7eb1PL3skVjX/6pI2jb1xPTdEnwdybr6fWLF9HzTqrrVt+e1x33qF80fxPjxJzy5472zlq0dHI4iKrKaoxF7ODH8XYCsh77/uT3Ol+b0NKKr1USsR1O7cr2QtNVXlrtd46rlZAVlFMXlulQhSNfFOV36KdX5rm0DROhbJ56zpojJvU3pg379PMIQ3koJWPrF7686k5ru5P1iGyuZrj6g/qQrWPfl9mL2b6ohNbtaM1Jusnf55jUgP5uJh8MErTMfX4qS8mly5q+yR/nq9t7+lP8+X2suETrRxJpViR+aLstJUUjKv21EceF+24JKMbrTZlr08RkPJUvnK6cXba/T6inCjq0oojyqmkcKQayu5c7bgoh32DceVU2ZnMHmUaUytCl0EtNxwRnXFRZuOyHO1xMZEsnrajjOorhnx5/u64fK52v29MOe7PUdkz3zgo8xxJDbkcBzFujUsqx2VZEjuCcmcaN6u9Izh6PPw4wh65VCjpGEnP3hNzGWOM2dws5T0uSVvqTNEYY8yUVW1ckp6Y3i94lqR3JVHHTybbJyTdIsX12rM8N5F0emrfSVJkY8+XtK+kX5b0eUlnSPp4eoFufdb2LkmfBd6V+sdJOkXShZIekYlXfnjGy3mNMcYsMStuXJIOBV4AHBkRd6J6ae4bgeOS6OO7gTek8CE7ABFxMbCPpOtRaXidBtxP0i2BiyPiSuAzVNIndwb+AXhOluIQ4EER8bjUvzVwJPArwPHAp5J45VXAL+7SkTDGGLMUrOaS25HA+9ILcomIH0i6F/CI5H8X8MrUHrLn/AdwH+D+wMuAB1M98HRK8v80lSDlgcBewDezsSdExFVZ/98iYkfSARsBH072c4CDVrE2Y4wxS8Y87nF9mups65bAvwJ3Au7LdON6I/CmdOb0uzTFIa+gyTUAUT1ysyOmf01dssWemDTGmK3CajauTwKPlnQAgKQbUZ01PTb5H8900xmy55wCPAH4r7Th/AB4KNUlQoDrA99J7d9Y9UqMMcZsCVY8K4mIL0l6KfDvksZU4o1PB94h6Y+AS4AnpfAhe57vAlV/APTpZPoM8NMRcVnqHwO8T9JlVJvmz6x1ccYYYzYfq7qcFhHHAce1zEf2xF04YD+m1b951n4Z1b2uuv+vVJcQV8rR7u835DPGGLN5WMq/4zLGGLN18cZljDFmqfDGZYwxZqnYUnpcFpI0xpilwUKSxhhjNge+VGiMMWap2FJvl5B+ItpvgspFCdsChcviy23rnWNXc83zWMzzWO+Kb6V5dqe2hkLgLEHDtcS1bWv17eqcG72mPTl327Yex2m9jvVKde/h43QBcGmEhSSrTes0imIqfLhSe62+9c5Rf0iNRk1f2z4VdKxs650jt68mx6x5h9bcN+/QsRmqcVeO4VBNK+Ve7fpnrXE13/+V6pioAJflRJiwtz3Lt5a48bjqR6wux3jcEGmcmb+de6119M3VV8dQTbNyD/mG8vfZZ+XoW/9G5cjtC5LjrgzjS4XGGGOWioXduJK217nzrsMYY8xisbAb13pgpWRjjNl8LPrGtU3SuyV9WdL7JT1A0gcAJD1M0lWS9pK0j6RvJPvJkl4n6TQq0UtjjDGbiEU/I7kd8FsR8VlJfwfcDTg8+e4HnJts24DPZ+P2iohZ9/aMMcYsKYu+cX07Ij6b2scDzwDOl3R74O7AX1IpKY9oan+9d49WaYwxZo+x6JcK23+gEFQ6Xg8BdgAfp1JPzhWUoauUbIwxZpOw6BvXLSTdK7V/nUp08hTgmcCpEXEJcADVJUU/gWiMMVuARd+4vgo8VdKXgRsCb6W6l3VTpgrKZwPnhF+6aIwxW4KFvccVERcABw+4987intwad8TGVWWMMWbeLPoZlzHGGNPAG5cxxpilwhuXMcaYpWJLCUlaAdkYY5YGKyAbY4zZHPhSoTHGmKViYR+H3wikvQL2rXutf4fas+J2x1a3d2f+teTb1bjVjun3tRV7c4XgjfT1xczyrfe861nTrHwNFeSIpipuW212li+3z/K1bUO5V8qxnjX1KQGv5VjMWlcrf98rfVZqz8OX22b51mvO9VzTD4ErrYAM1aZ1P6pXGyZJWYqsPWq1d8eX29fqy9uzfPk61urrq2nt65eq/rZtU/Xe7durfm2vv/I+VPHbt68cV+duxw61Z9XRN9dKudt15Lln5c9zrxS3mjUWJOXYnTurr6H2LN9q4nbsqNrjcdO3Y8dU5ba2t2NXyrE7ta+m3rzGldrtca12mX0x0J7lW++4ZZtrtTnexjBzu1Qo6cWSHrQOeT4k6QbrUJIxxpglYG5nXBHxwnXK89D1yGOMMWY5WNczLknXlXSSpLMknSvpMZJ+VtK/Szpd0kckHZhij5X0qNR+uaTzJJ0t6dWZ/62SPifpG5KOkPR3SVTy2GzOCyT9RGo/MeU4S9K71nNtxhhjFoP1PuN6MPDdiPhFAEnXB/4NeFhEXCLpMcBLgd+sB0g6AHg4cHBEROuy3w2BewG/ApwA3Af4beCLkg6PiDOzPIcCLwDuHRGXSrrROq/NGGPMArDeG9c5wGskvQI4EbgMOAz4mKrHn0bA/7TG/Ai4Gni7pBPTuJoPps3sHOCiiDgHQNKXgIOAM7PYI4H3RcSlABHxg/VdmjHGmEVgXTeuiPiapLsADwVeAnwS+FJE3GvGmJ2S7g48EHgU8DSqTQjgmvRvmbXr/hZ7ItIYYwys/z2unwKujIjjgVcB9wBuXItBStqeLunlY/YDrh8RHwKOBu60xuk/CTw6XXrElwqNMWZzst5nLXcAXiWpBHYAvwfsBN6Q7ndtA14HfCkbsz/wr5L2ofrL1WetZeKI+JKklwL/LmkMnAEctcZ1GGOMWVDW+1LhR4CP9Lju3xN7VNa9+yx/EpU8bMB3UNY+DjhuV2o2xhizXPhdhcYYY5YKb1zGGGOWCm9cxhhjlootpcdlIUljjFkaLCRpjDFmc+BLhcYYY5YKb1zGGGOWCm9cxhhjlgpvXMYYY5YKb1zGGGOWCm9cxhhjlgpvXMYYY5YKb1zGGGOWCm9cxhhjlor/D2BI9hftOo/AAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 460.8x243.504 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Diverging = ['PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu', 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']\r\n",
    "nrows = len(Diverging)\r\n",
    "figh = 0.35 + 0.15 + (nrows + (nrows - 1) * 0.1) * 0.22\r\n",
    "fig, axes = plt.subplots(nrows=nrows, figsize=(6.4, figh), subplot_kw=dict(xticks=[], yticks=[]))\r\n",
    "fig.subplots_adjust(top=1 - 0.35 / figh, bottom=0.15 / figh, left=0.2, right=0.99)\r\n",
    "axes[0].set_title('Diverging colormaps', fontsize=14)\r\n",
    "for ax, name in zip(axes.ravel(), Diverging):\r\n",
    "    ax.imshow(x, aspect='auto', cmap=plt.get_cmap(name))\r\n",
    "    ax.text(-0.01, 0.5, name, va='center', ha='right', fontsize=10, transform=ax.transAxes)\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Cyclic**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:02:38.297260Z",
     "iopub.status.busy": "2021-11-28T12:02:38.296848Z",
     "iopub.status.idle": "2021-11-28T12:02:38.421377Z",
     "shell.execute_reply": "2021-11-28T12:02:38.420850Z",
     "shell.execute_reply.started": "2021-11-28T12:02:38.297228Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 460.8x86.688 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Cyclic = ['twilight', 'twilight_shifted', 'hsv']\r\n",
    "nrows = len(Cyclic)\r\n",
    "figh = 0.35 + 0.15 + (nrows + (nrows - 1) * 0.1) * 0.22\r\n",
    "fig, axes = plt.subplots(nrows=nrows, figsize=(6.4, figh), subplot_kw=dict(xticks=[], yticks=[]))\r\n",
    "fig.subplots_adjust(top=1 - 0.35 / figh, bottom=0.15 / figh, left=0.2, right=0.99)\r\n",
    "axes[0].set_title('Cyclic colormaps', fontsize=14)\r\n",
    "for ax, name in zip(axes.ravel(), Cyclic):\r\n",
    "    ax.imshow(x, aspect='auto', cmap=plt.get_cmap(name))\r\n",
    "    ax.text(-0.01, 0.5, name, va='center', ha='right', fontsize=10, transform=ax.transAxes)\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Qualitative**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:03:29.711050Z",
     "iopub.status.busy": "2021-11-28T12:03:29.710139Z",
     "iopub.status.idle": "2021-11-28T12:03:30.130498Z",
     "shell.execute_reply": "2021-11-28T12:03:30.129817Z",
     "shell.execute_reply.started": "2021-11-28T12:03:29.711012Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x243.504 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Qualitative = ['Pastel1', 'Pastel2', 'Paired', 'Accent', 'Dark2', 'Set1', 'Set2', 'Set3', 'tab10', 'tab20', 'tab20b', 'tab20c']\r\n",
    "nrows = len(Qualitative)\r\n",
    "figh = 0.35 + 0.15 + (nrows + (nrows - 1) * 0.1) * 0.22\r\n",
    "fig, axes = plt.subplots(nrows=nrows, figsize=(6.4, figh), subplot_kw=dict(xticks=[], yticks=[]))\r\n",
    "fig.subplots_adjust(top=1 - 0.35 / figh, bottom=0.15 / figh, left=0.2, right=0.99)\r\n",
    "axes[0].set_title('Qualitative colormaps', fontsize=14)\r\n",
    "for ax, name in zip(axes.ravel(), Qualitative):\r\n",
    "    ax.imshow(x, aspect='auto', cmap=plt.get_cmap(name))\r\n",
    "    ax.text(-0.01, 0.5, name, va='center', ha='right', fontsize=10, transform=ax.transAxes)\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Miscellaneous**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-28T12:04:28.626789Z",
     "iopub.status.busy": "2021-11-28T12:04:28.625851Z",
     "iopub.status.idle": "2021-11-28T12:04:29.229763Z",
     "shell.execute_reply": "2021-11-28T12:04:29.228960Z",
     "shell.execute_reply.started": "2021-11-28T12:04:28.626754Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x330.624 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Miscellaneous = ['flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern', 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg', 'gist_rainbow', 'rainbow', 'jet', 'turbo', 'nipy_spectral', 'gist_ncar']\r\n",
    "nrows = len(Miscellaneous)\r\n",
    "figh = 0.35 + 0.15 + (nrows + (nrows - 1) * 0.1) * 0.22\r\n",
    "fig, axes = plt.subplots(nrows=nrows, figsize=(6.4, figh), subplot_kw=dict(xticks=[], yticks=[]))\r\n",
    "fig.subplots_adjust(top=1 - 0.35 / figh, bottom=0.15 / figh, left=0.2, right=0.99)\r\n",
    "axes[0].set_title('Miscellaneous colormaps', fontsize=14)\r\n",
    "for ax, name in zip(axes.ravel(), Miscellaneous):\r\n",
    "    ax.imshow(x, aspect='auto', cmap=plt.get_cmap(name))\r\n",
    "    ax.text(-0.01, 0.5, name, va='center', ha='right', fontsize=10, transform=ax.transAxes)\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 学习如何自定义 `colormap`，并将其应用到任意一个数据集中，绘制一幅图像，注意 `colormap` 的类型要和数据集的特性相匹配，并做简单解释"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "py35-paddle1.2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
